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subjects</span></span></span></button></div><h5 class="subjectsAndTopics-heading_f3gzQ" tabindex="-1" data-topic-heading="true">Creative Arts & Media Topics</h5><ul class="subjectsAndTopics-list_vHzNV"><li class="subjectsAndTopics-listItem_Gs72Z"><a class="index-module_anchor__-PAF8 index-module_isBlock__b6pl-" href="/subjects/creative-arts-and-media-courses/architecture"><span class="index-module_link__TheKe index-module_left__8oUV6 index-module_small__HOsZF index-module_isSecondary__-I1Rh">Architecture</span></a></li><li class="subjectsAndTopics-listItem_Gs72Z"><a class="index-module_anchor__-PAF8 index-module_isBlock__b6pl-" href="/subjects/creative-arts-and-media-courses/baking"><span class="index-module_link__TheKe index-module_left__8oUV6 index-module_small__HOsZF index-module_isSecondary__-I1Rh">Baking</span></a></li><li class="subjectsAndTopics-listItem_Gs72Z"><a class="index-module_anchor__-PAF8 index-module_isBlock__b6pl-" href="/subjects/creative-arts-and-media-courses/cooking"><span class="index-module_link__TheKe index-module_left__8oUV6 index-module_small__HOsZF index-module_isSecondary__-I1Rh">Cooking</span></a></li><li class="subjectsAndTopics-listItem_Gs72Z"><a class="index-module_anchor__-PAF8 index-module_isBlock__b6pl-" href="/subjects/creative-arts-and-media-courses/design"><span class="index-module_link__TheKe index-module_left__8oUV6 index-module_small__HOsZF index-module_isSecondary__-I1Rh">Design</span></a></li><li class="subjectsAndTopics-listItem_Gs72Z"><a class="index-module_anchor__-PAF8 index-module_isBlock__b6pl-" href="/subjects/creative-arts-and-media-courses/digital-media"><span class="index-module_link__TheKe index-module_left__8oUV6 index-module_small__HOsZF index-module_isSecondary__-I1Rh">Digital Media</span></a></li><li class="subjectsAndTopics-listItem_Gs72Z"><a class="index-module_anchor__-PAF8 index-module_isBlock__b6pl-" href="/subjects/creative-arts-and-media-courses/fashion"><span class="index-module_link__TheKe index-module_left__8oUV6 index-module_small__HOsZF index-module_isSecondary__-I1Rh">Fashion</span></a></li><li class="subjectsAndTopics-listItem_Gs72Z"><a class="index-module_anchor__-PAF8 index-module_isBlock__b6pl-" href="/subjects/creative-arts-and-media-courses/fashion-design"><span class="index-module_link__TheKe index-module_left__8oUV6 index-module_small__HOsZF index-module_isSecondary__-I1Rh">Fashion Design</span></a></li><li class="subjectsAndTopics-listItem_Gs72Z"><a class="index-module_anchor__-PAF8 index-module_isBlock__b6pl-" href="/subjects/creative-arts-and-media-courses/filmmaking"><span class="index-module_link__TheKe index-module_left__8oUV6 index-module_small__HOsZF index-module_isSecondary__-I1Rh">Filmmaking</span></a></li><li class="subjectsAndTopics-listItem_Gs72Z"><a class="index-module_anchor__-PAF8 index-module_isBlock__b6pl-" href="/subjects/creative-arts-and-media-courses/interiordesign"><span class="index-module_link__TheKe index-module_left__8oUV6 index-module_small__HOsZF index-module_isSecondary__-I1Rh">Interior Design</span></a></li><li class="subjectsAndTopics-listItem_Gs72Z"><a class="index-module_anchor__-PAF8 index-module_isBlock__b6pl-" href="/subjects/creative-arts-and-media-courses/journalism"><span class="index-module_link__TheKe index-module_left__8oUV6 index-module_small__HOsZF index-module_isSecondary__-I1Rh">Journalism</span></a></li><li class="subjectsAndTopics-listItem_Gs72Z"><a class="index-module_anchor__-PAF8 index-module_isBlock__b6pl-" href="/subjects/creative-arts-and-media-courses/music"><span class="index-module_link__TheKe index-module_left__8oUV6 index-module_small__HOsZF index-module_isSecondary__-I1Rh">Music</span></a></li><li class="subjectsAndTopics-listItem_Gs72Z"><a class="index-module_anchor__-PAF8 index-module_isBlock__b6pl-" href="/subjects/creative-arts-and-media-courses/photography-and-visual-arts"><span class="index-module_link__TheKe index-module_left__8oUV6 index-module_small__HOsZF index-module_isSecondary__-I1Rh">Photography & Visual Arts</span></a></li></ul><a class="index-module_anchor__-PAF8" href="/subjects/creative-arts-and-media-courses" role="button"><span class="index-module_button__5KGpS index-module_secondary__OrTry index-module_medium__llK21 index-module_pink__5oqe5 index-module_sBreakpointFullWidthtrue__cF8-5 index-module_mBreakpointFullWidthtrue__GjnMa index-module_lBreakpointFullWidthfalse__3CakP"><span class="index-module_content__pkuA-">View all Creative Arts & Media courses</span></span></a></div><div class="subjectsAndTopics-topics_WeVNL"><div class="subjectsAndTopics-backButton_Wd-TR"><button class="index-module_button__qSsQ8 index-module_sBreakpointFullWidthfalse__vnBJ4"><span class="index-module_link__TheKe index-module_left__8oUV6 index-module_small__HOsZF index-module_isSecondary__-I1Rh"><span class="iconWithText-module_wrapper__d2mgX iconWithText-module_isRegular__7hYyY"><span class="iconWithText-module_icon__1B8bR"><svg xmlns="http://www.w3.org/2000/svg" class="Icon-module_icon__TpU4-" viewBox="0 0 32 32" aria-hidden="false"><path d="M22.38,29.47l1.41,-1.42l-12.02,-12.02l12.02,-12.02l-1.41,-1.41l-13.44,13.43l13.44,13.44Z"></path></svg></span><span class="iconWithText-module_text__xzs-s">Back to subjects</span></span></span></button></div><h5 class="subjectsAndTopics-heading_f3gzQ" tabindex="-1" data-topic-heading="true">Healthcare & Medicine Topics</h5><ul class="subjectsAndTopics-list_vHzNV"><li class="subjectsAndTopics-listItem_Gs72Z"><a class="index-module_anchor__-PAF8 index-module_isBlock__b6pl-" href="/subjects/healthcare-medicine-courses/aging-and-dementia"><span class="index-module_link__TheKe index-module_left__8oUV6 index-module_small__HOsZF index-module_isSecondary__-I1Rh">Aging & Dementia</span></a></li><li class="subjectsAndTopics-listItem_Gs72Z"><a class="index-module_anchor__-PAF8 index-module_isBlock__b6pl-" href="/subjects/healthcare-medicine-courses/anatomy"><span class="index-module_link__TheKe index-module_left__8oUV6 index-module_small__HOsZF index-module_isSecondary__-I1Rh">Anatomy</span></a></li><li class="subjectsAndTopics-listItem_Gs72Z"><a class="index-module_anchor__-PAF8 index-module_isBlock__b6pl-" href="/subjects/healthcare-medicine-courses/antimicrobial-and-antibiotic-resistance"><span class="index-module_link__TheKe index-module_left__8oUV6 index-module_small__HOsZF index-module_isSecondary__-I1Rh">Antimicrobial & Antibiotic Resistance</span></a></li><li class="subjectsAndTopics-listItem_Gs72Z"><a class="index-module_anchor__-PAF8 index-module_isBlock__b6pl-" href="/subjects/healthcare-medicine-courses/cancer"><span class="index-module_link__TheKe index-module_left__8oUV6 index-module_small__HOsZF index-module_isSecondary__-I1Rh">Cancer</span></a></li><li class="subjectsAndTopics-listItem_Gs72Z"><a class="index-module_anchor__-PAF8 index-module_isBlock__b6pl-" href="/subjects/healthcare-medicine-courses/care"><span class="index-module_link__TheKe index-module_left__8oUV6 index-module_small__HOsZF index-module_isSecondary__-I1Rh">Care</span></a></li><li class="subjectsAndTopics-listItem_Gs72Z"><a class="index-module_anchor__-PAF8 index-module_isBlock__b6pl-" href="/subjects/healthcare-medicine-courses/childcare"><span class="index-module_link__TheKe index-module_left__8oUV6 index-module_small__HOsZF index-module_isSecondary__-I1Rh">Childcare</span></a></li><li class="subjectsAndTopics-listItem_Gs72Z"><a class="index-module_anchor__-PAF8 index-module_isBlock__b6pl-" href="/subjects/healthcare-medicine-courses/clinical-research"><span class="index-module_link__TheKe index-module_left__8oUV6 index-module_small__HOsZF index-module_isSecondary__-I1Rh">Clinical Research</span></a></li><li class="subjectsAndTopics-listItem_Gs72Z"><a class="index-module_anchor__-PAF8 index-module_isBlock__b6pl-" href="/subjects/healthcare-medicine-courses/cbt"><span class="index-module_link__TheKe index-module_left__8oUV6 index-module_small__HOsZF index-module_isSecondary__-I1Rh">Cognitive Behavioural Therapy (CBT)</span></a></li><li class="subjectsAndTopics-listItem_Gs72Z"><a class="index-module_anchor__-PAF8 index-module_isBlock__b6pl-" href="/subjects/healthcare-medicine-courses/coronavirus"><span class="index-module_link__TheKe index-module_left__8oUV6 index-module_small__HOsZF index-module_isSecondary__-I1Rh">Coronavirus</span></a></li><li class="subjectsAndTopics-listItem_Gs72Z"><a class="index-module_anchor__-PAF8 index-module_isBlock__b6pl-" href="/subjects/healthcare-medicine-courses/dentistry"><span class="index-module_link__TheKe index-module_left__8oUV6 index-module_small__HOsZF index-module_isSecondary__-I1Rh">Dentistry</span></a></li><li class="subjectsAndTopics-listItem_Gs72Z"><a class="index-module_anchor__-PAF8 index-module_isBlock__b6pl-" href="/subjects/healthcare-medicine-courses/diabetes"><span class="index-module_link__TheKe index-module_left__8oUV6 index-module_small__HOsZF index-module_isSecondary__-I1Rh">Diabetes</span></a></li><li class="subjectsAndTopics-listItem_Gs72Z"><a class="index-module_anchor__-PAF8 index-module_isBlock__b6pl-" href="/subjects/healthcare-medicine-courses/diagnostics"><span class="index-module_link__TheKe index-module_left__8oUV6 index-module_small__HOsZF index-module_isSecondary__-I1Rh">Diagnostics</span></a></li></ul><a class="index-module_anchor__-PAF8" href="/subjects/healthcare-medicine-courses" role="button"><span class="index-module_button__5KGpS index-module_secondary__OrTry index-module_medium__llK21 index-module_pink__5oqe5 index-module_sBreakpointFullWidthtrue__cF8-5 index-module_mBreakpointFullWidthtrue__GjnMa index-module_lBreakpointFullWidthfalse__3CakP"><span class="index-module_content__pkuA-">View all Healthcare & Medicine courses</span></span></a></div><div class="subjectsAndTopics-topics_WeVNL"><div class="subjectsAndTopics-backButton_Wd-TR"><button class="index-module_button__qSsQ8 index-module_sBreakpointFullWidthfalse__vnBJ4"><span class="index-module_link__TheKe index-module_left__8oUV6 index-module_small__HOsZF index-module_isSecondary__-I1Rh"><span class="iconWithText-module_wrapper__d2mgX iconWithText-module_isRegular__7hYyY"><span class="iconWithText-module_icon__1B8bR"><svg xmlns="http://www.w3.org/2000/svg" class="Icon-module_icon__TpU4-" viewBox="0 0 32 32" aria-hidden="false"><path d="M22.38,29.47l1.41,-1.42l-12.02,-12.02l12.02,-12.02l-1.41,-1.41l-13.44,13.43l13.44,13.44Z"></path></svg></span><span class="iconWithText-module_text__xzs-s">Back to subjects</span></span></span></button></div><h5 class="subjectsAndTopics-heading_f3gzQ" tabindex="-1" data-topic-heading="true">History Topics</h5><ul class="subjectsAndTopics-list_vHzNV"><li class="subjectsAndTopics-listItem_Gs72Z"><a class="index-module_anchor__-PAF8 index-module_isBlock__b6pl-" href="/subjects/history-courses/ancient-history"><span class="index-module_link__TheKe index-module_left__8oUV6 index-module_small__HOsZF index-module_isSecondary__-I1Rh">Ancient History</span></a></li><li class="subjectsAndTopics-listItem_Gs72Z"><a class="index-module_anchor__-PAF8 index-module_isBlock__b6pl-" href="/subjects/history-courses/archaeology"><span class="index-module_link__TheKe index-module_left__8oUV6 index-module_small__HOsZF index-module_isSecondary__-I1Rh">Archaeology</span></a></li><li class="subjectsAndTopics-listItem_Gs72Z"><a class="index-module_anchor__-PAF8 index-module_isBlock__b6pl-" href="/subjects/history-courses/british-history"><span class="index-module_link__TheKe index-module_left__8oUV6 index-module_small__HOsZF index-module_isSecondary__-I1Rh">British History</span></a></li><li class="subjectsAndTopics-listItem_Gs72Z"><a class="index-module_anchor__-PAF8 index-module_isBlock__b6pl-" href="/subjects/history-courses/irish-history"><span class="index-module_link__TheKe index-module_left__8oUV6 index-module_small__HOsZF index-module_isSecondary__-I1Rh">Irish History</span></a></li><li class="subjectsAndTopics-listItem_Gs72Z"><a class="index-module_anchor__-PAF8 index-module_isBlock__b6pl-" href="/subjects/history-courses/medieval-history"><span class="index-module_link__TheKe index-module_left__8oUV6 index-module_small__HOsZF index-module_isSecondary__-I1Rh">Medieval History</span></a></li><li class="subjectsAndTopics-listItem_Gs72Z"><a class="index-module_anchor__-PAF8 index-module_isBlock__b6pl-" href="/subjects/history-courses/military-history"><span class="index-module_link__TheKe index-module_left__8oUV6 index-module_small__HOsZF index-module_isSecondary__-I1Rh">Military History</span></a></li><li class="subjectsAndTopics-listItem_Gs72Z"><a class="index-module_anchor__-PAF8 index-module_isBlock__b6pl-" href="/subjects/history-courses/roman-history"><span class="index-module_link__TheKe index-module_left__8oUV6 index-module_small__HOsZF index-module_isSecondary__-I1Rh">Roman History</span></a></li><li class="subjectsAndTopics-listItem_Gs72Z"><a class="index-module_anchor__-PAF8 index-module_isBlock__b6pl-" href="/subjects/history-courses/social-history"><span class="index-module_link__TheKe index-module_left__8oUV6 index-module_small__HOsZF index-module_isSecondary__-I1Rh">Social History</span></a></li></ul><a class="index-module_anchor__-PAF8" href="/subjects/history-courses" role="button"><span class="index-module_button__5KGpS index-module_secondary__OrTry index-module_medium__llK21 index-module_pink__5oqe5 index-module_sBreakpointFullWidthtrue__cF8-5 index-module_mBreakpointFullWidthtrue__GjnMa index-module_lBreakpointFullWidthfalse__3CakP"><span class="index-module_content__pkuA-">View all History courses</span></span></a></div><div class="subjectsAndTopics-topics_WeVNL"><div class="subjectsAndTopics-backButton_Wd-TR"><button class="index-module_button__qSsQ8 index-module_sBreakpointFullWidthfalse__vnBJ4"><span class="index-module_link__TheKe index-module_left__8oUV6 index-module_small__HOsZF index-module_isSecondary__-I1Rh"><span class="iconWithText-module_wrapper__d2mgX iconWithText-module_isRegular__7hYyY"><span class="iconWithText-module_icon__1B8bR"><svg xmlns="http://www.w3.org/2000/svg" class="Icon-module_icon__TpU4-" viewBox="0 0 32 32" aria-hidden="false"><path d="M22.38,29.47l1.41,-1.42l-12.02,-12.02l12.02,-12.02l-1.41,-1.41l-13.44,13.43l13.44,13.44Z"></path></svg></span><span class="iconWithText-module_text__xzs-s">Back to subjects</span></span></span></button></div><h5 class="subjectsAndTopics-heading_f3gzQ" tabindex="-1" data-topic-heading="true">IT & Computer Science Topics</h5><ul class="subjectsAndTopics-list_vHzNV"><li class="subjectsAndTopics-listItem_Gs72Z"><a class="index-module_anchor__-PAF8 index-module_isBlock__b6pl-" href="/subjects/it-and-computer-science-courses/ai-and-robotics"><span class="index-module_link__TheKe index-module_left__8oUV6 index-module_small__HOsZF index-module_isSecondary__-I1Rh">AI & Robotics </span></a></li><li class="subjectsAndTopics-listItem_Gs72Z"><a class="index-module_anchor__-PAF8 index-module_isBlock__b6pl-" href="/subjects/it-and-computer-science-courses/artificial-intelligence"><span class="index-module_link__TheKe index-module_left__8oUV6 index-module_small__HOsZF index-module_isSecondary__-I1Rh">Artificial Intelligence (AI)</span></a></li><li class="subjectsAndTopics-listItem_Gs72Z"><a class="index-module_anchor__-PAF8 index-module_isBlock__b6pl-" href="/subjects/it-and-computer-science-courses/aws"><span class="index-module_link__TheKe index-module_left__8oUV6 index-module_small__HOsZF index-module_isSecondary__-I1Rh">AWS</span></a></li><li class="subjectsAndTopics-listItem_Gs72Z"><a class="index-module_anchor__-PAF8 index-module_isBlock__b6pl-" href="/subjects/it-and-computer-science-courses/business-technology"><span class="index-module_link__TheKe index-module_left__8oUV6 index-module_small__HOsZF index-module_isSecondary__-I1Rh">Business Technology</span></a></li><li class="subjectsAndTopics-listItem_Gs72Z"><a class="index-module_anchor__-PAF8 index-module_isBlock__b6pl-" href="/subjects/it-and-computer-science-courses/cloud-computing"><span class="index-module_link__TheKe index-module_left__8oUV6 index-module_small__HOsZF index-module_isSecondary__-I1Rh">Cloud Computing</span></a></li><li class="subjectsAndTopics-listItem_Gs72Z"><a class="index-module_anchor__-PAF8 index-module_isBlock__b6pl-" href="/subjects/it-and-computer-science-courses/coding-programming"><span class="index-module_link__TheKe index-module_left__8oUV6 index-module_small__HOsZF index-module_isSecondary__-I1Rh">Coding & Programming</span></a></li><li class="subjectsAndTopics-listItem_Gs72Z"><a class="index-module_anchor__-PAF8 index-module_isBlock__b6pl-" href="/subjects/it-and-computer-science-courses/cyber-security"><span class="index-module_link__TheKe index-module_left__8oUV6 index-module_small__HOsZF index-module_isSecondary__-I1Rh">Cyber Security</span></a></li><li class="subjectsAndTopics-listItem_Gs72Z"><a class="index-module_anchor__-PAF8 index-module_isBlock__b6pl-" href="/subjects/it-and-computer-science-courses/devops"><span class="index-module_link__TheKe index-module_left__8oUV6 index-module_small__HOsZF index-module_isSecondary__-I1Rh">DevOps</span></a></li><li class="subjectsAndTopics-listItem_Gs72Z"><a class="index-module_anchor__-PAF8 index-module_isBlock__b6pl-" href="/subjects/it-and-computer-science-courses/django"><span class="index-module_link__TheKe index-module_left__8oUV6 index-module_small__HOsZF index-module_isSecondary__-I1Rh">Django</span></a></li><li class="subjectsAndTopics-listItem_Gs72Z"><a class="index-module_anchor__-PAF8 index-module_isBlock__b6pl-" href="/subjects/it-and-computer-science-courses/ethical-hacking"><span class="index-module_link__TheKe index-module_left__8oUV6 index-module_small__HOsZF index-module_isSecondary__-I1Rh">Ethical Hacking</span></a></li><li class="subjectsAndTopics-listItem_Gs72Z"><a class="index-module_anchor__-PAF8 index-module_isBlock__b6pl-" href="/subjects/it-and-computer-science-courses/game-development"><span class="index-module_link__TheKe index-module_left__8oUV6 index-module_small__HOsZF index-module_isSecondary__-I1Rh">Game Development</span></a></li><li class="subjectsAndTopics-listItem_Gs72Z"><a class="index-module_anchor__-PAF8 index-module_isBlock__b6pl-" href="/subjects/it-and-computer-science-courses/generative-ai"><span class="index-module_link__TheKe index-module_left__8oUV6 index-module_small__HOsZF index-module_isSecondary__-I1Rh">Generative AI</span></a></li></ul><a class="index-module_anchor__-PAF8" href="/subjects/it-and-computer-science-courses" role="button"><span class="index-module_button__5KGpS index-module_secondary__OrTry index-module_medium__llK21 index-module_pink__5oqe5 index-module_sBreakpointFullWidthtrue__cF8-5 index-module_mBreakpointFullWidthtrue__GjnMa index-module_lBreakpointFullWidthfalse__3CakP"><span class="index-module_content__pkuA-">View all IT & Computer Science courses</span></span></a></div><div class="subjectsAndTopics-topics_WeVNL"><div class="subjectsAndTopics-backButton_Wd-TR"><button class="index-module_button__qSsQ8 index-module_sBreakpointFullWidthfalse__vnBJ4"><span class="index-module_link__TheKe index-module_left__8oUV6 index-module_small__HOsZF index-module_isSecondary__-I1Rh"><span class="iconWithText-module_wrapper__d2mgX iconWithText-module_isRegular__7hYyY"><span class="iconWithText-module_icon__1B8bR"><svg xmlns="http://www.w3.org/2000/svg" class="Icon-module_icon__TpU4-" viewBox="0 0 32 32" aria-hidden="false"><path d="M22.38,29.47l1.41,-1.42l-12.02,-12.02l12.02,-12.02l-1.41,-1.41l-13.44,13.43l13.44,13.44Z"></path></svg></span><span class="iconWithText-module_text__xzs-s">Back to subjects</span></span></span></button></div><h5 class="subjectsAndTopics-heading_f3gzQ" tabindex="-1" data-topic-heading="true">Language Topics</h5><ul class="subjectsAndTopics-list_vHzNV"><li class="subjectsAndTopics-listItem_Gs72Z"><a class="index-module_anchor__-PAF8 index-module_isBlock__b6pl-" href="/subjects/language-courses/ielts-preparation"><span class="index-module_link__TheKe index-module_left__8oUV6 index-module_small__HOsZF index-module_isSecondary__-I1Rh">IELTS</span></a></li><li class="subjectsAndTopics-listItem_Gs72Z"><a class="index-module_anchor__-PAF8 index-module_isBlock__b6pl-" href="/subjects/language-courses/learn-chinese"><span class="index-module_link__TheKe index-module_left__8oUV6 index-module_small__HOsZF index-module_isSecondary__-I1Rh">Learn Chinese</span></a></li><li class="subjectsAndTopics-listItem_Gs72Z"><a class="index-module_anchor__-PAF8 index-module_isBlock__b6pl-" href="/subjects/language-courses/learn-english"><span class="index-module_link__TheKe index-module_left__8oUV6 index-module_small__HOsZF index-module_isSecondary__-I1Rh">Learn English</span></a></li><li class="subjectsAndTopics-listItem_Gs72Z"><a class="index-module_anchor__-PAF8 index-module_isBlock__b6pl-" href="/subjects/language-courses/french"><span class="index-module_link__TheKe index-module_left__8oUV6 index-module_small__HOsZF index-module_isSecondary__-I1Rh">Learn French</span></a></li><li class="subjectsAndTopics-listItem_Gs72Z"><a class="index-module_anchor__-PAF8 index-module_isBlock__b6pl-" href="/subjects/language-courses/learn-irish"><span class="index-module_link__TheKe index-module_left__8oUV6 index-module_small__HOsZF index-module_isSecondary__-I1Rh">Learn Irish</span></a></li><li class="subjectsAndTopics-listItem_Gs72Z"><a class="index-module_anchor__-PAF8 index-module_isBlock__b6pl-" href="/subjects/language-courses/korean"><span class="index-module_link__TheKe index-module_left__8oUV6 index-module_small__HOsZF index-module_isSecondary__-I1Rh">Learn Korean</span></a></li><li class="subjectsAndTopics-listItem_Gs72Z"><a class="index-module_anchor__-PAF8 index-module_isBlock__b6pl-" href="/subjects/language-courses/learn-norwegian"><span class="index-module_link__TheKe index-module_left__8oUV6 index-module_small__HOsZF index-module_isSecondary__-I1Rh">Learn Norwegian</span></a></li><li class="subjectsAndTopics-listItem_Gs72Z"><a class="index-module_anchor__-PAF8 index-module_isBlock__b6pl-" href="/subjects/language-courses/portuguese"><span class="index-module_link__TheKe index-module_left__8oUV6 index-module_small__HOsZF index-module_isSecondary__-I1Rh">Learn Portuguese</span></a></li><li class="subjectsAndTopics-listItem_Gs72Z"><a class="index-module_anchor__-PAF8 index-module_isBlock__b6pl-" href="/subjects/language-courses/spanish"><span class="index-module_link__TheKe index-module_left__8oUV6 index-module_small__HOsZF index-module_isSecondary__-I1Rh">Learn Spanish</span></a></li><li class="subjectsAndTopics-listItem_Gs72Z"><a class="index-module_anchor__-PAF8 index-module_isBlock__b6pl-" href="/subjects/language-courses/linguistics"><span class="index-module_link__TheKe index-module_left__8oUV6 index-module_small__HOsZF index-module_isSecondary__-I1Rh">Linguistics</span></a></li></ul><a class="index-module_anchor__-PAF8" href="/subjects/language-courses" role="button"><span class="index-module_button__5KGpS index-module_secondary__OrTry index-module_medium__llK21 index-module_pink__5oqe5 index-module_sBreakpointFullWidthtrue__cF8-5 index-module_mBreakpointFullWidthtrue__GjnMa index-module_lBreakpointFullWidthfalse__3CakP"><span class="index-module_content__pkuA-">View all Language courses</span></span></a></div><div class="subjectsAndTopics-topics_WeVNL"><div class="subjectsAndTopics-backButton_Wd-TR"><button class="index-module_button__qSsQ8 index-module_sBreakpointFullWidthfalse__vnBJ4"><span class="index-module_link__TheKe index-module_left__8oUV6 index-module_small__HOsZF index-module_isSecondary__-I1Rh"><span class="iconWithText-module_wrapper__d2mgX iconWithText-module_isRegular__7hYyY"><span class="iconWithText-module_icon__1B8bR"><svg xmlns="http://www.w3.org/2000/svg" class="Icon-module_icon__TpU4-" viewBox="0 0 32 32" aria-hidden="false"><path d="M22.38,29.47l1.41,-1.42l-12.02,-12.02l12.02,-12.02l-1.41,-1.41l-13.44,13.43l13.44,13.44Z"></path></svg></span><span class="iconWithText-module_text__xzs-s">Back to subjects</span></span></span></button></div><h5 class="subjectsAndTopics-heading_f3gzQ" tabindex="-1" data-topic-heading="true">Law Topics</h5><ul class="subjectsAndTopics-list_vHzNV"><li class="subjectsAndTopics-listItem_Gs72Z"><a class="index-module_anchor__-PAF8 index-module_isBlock__b6pl-" href="/subjects/law-courses/civil-law"><span class="index-module_link__TheKe index-module_left__8oUV6 index-module_small__HOsZF index-module_isSecondary__-I1Rh">Civil Law</span></a></li><li class="subjectsAndTopics-listItem_Gs72Z"><a class="index-module_anchor__-PAF8 index-module_isBlock__b6pl-" href="/subjects/law-courses/criminal-law"><span class="index-module_link__TheKe index-module_left__8oUV6 index-module_small__HOsZF index-module_isSecondary__-I1Rh">Criminal Law</span></a></li><li class="subjectsAndTopics-listItem_Gs72Z"><a class="index-module_anchor__-PAF8 index-module_isBlock__b6pl-" href="/subjects/law-courses/gdpr"><span class="index-module_link__TheKe index-module_left__8oUV6 index-module_small__HOsZF index-module_isSecondary__-I1Rh">GDPR</span></a></li><li class="subjectsAndTopics-listItem_Gs72Z"><a class="index-module_anchor__-PAF8 index-module_isBlock__b6pl-" href="/subjects/law-courses/human-rights-law"><span class="index-module_link__TheKe index-module_left__8oUV6 index-module_small__HOsZF index-module_isSecondary__-I1Rh">Human Rights Law</span></a></li><li class="subjectsAndTopics-listItem_Gs72Z"><a class="index-module_anchor__-PAF8 index-module_isBlock__b6pl-" href="/subjects/law-courses/medical-law"><span class="index-module_link__TheKe index-module_left__8oUV6 index-module_small__HOsZF index-module_isSecondary__-I1Rh">Medical Law</span></a></li></ul><a class="index-module_anchor__-PAF8" href="/subjects/law-courses" role="button"><span class="index-module_button__5KGpS index-module_secondary__OrTry index-module_medium__llK21 index-module_pink__5oqe5 index-module_sBreakpointFullWidthtrue__cF8-5 index-module_mBreakpointFullWidthtrue__GjnMa index-module_lBreakpointFullWidthfalse__3CakP"><span class="index-module_content__pkuA-">View all Law courses</span></span></a></div><div class="subjectsAndTopics-topics_WeVNL"><div class="subjectsAndTopics-backButton_Wd-TR"><button class="index-module_button__qSsQ8 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index-module_left__8oUV6 index-module_small__HOsZF index-module_isSecondary__-I1Rh">Agriculture</span></a></li><li class="subjectsAndTopics-listItem_Gs72Z"><a class="index-module_anchor__-PAF8 index-module_isBlock__b6pl-" href="/subjects/nature-and-environment-courses/climate-change"><span class="index-module_link__TheKe index-module_left__8oUV6 index-module_small__HOsZF index-module_isSecondary__-I1Rh">Climate Change</span></a></li><li class="subjectsAndTopics-listItem_Gs72Z"><a class="index-module_anchor__-PAF8 index-module_isBlock__b6pl-" href="/subjects/nature-and-environment-courses/conservation"><span class="index-module_link__TheKe index-module_left__8oUV6 index-module_small__HOsZF index-module_isSecondary__-I1Rh">Conservation</span></a></li><li class="subjectsAndTopics-listItem_Gs72Z"><a class="index-module_anchor__-PAF8 index-module_isBlock__b6pl-" href="/subjects/nature-and-environment-courses/ecology"><span class="index-module_link__TheKe index-module_left__8oUV6 index-module_small__HOsZF index-module_isSecondary__-I1Rh">Ecology</span></a></li><li class="subjectsAndTopics-listItem_Gs72Z"><a class="index-module_anchor__-PAF8 index-module_isBlock__b6pl-" href="/subjects/nature-and-environment-courses/food-tech"><span class="index-module_link__TheKe index-module_left__8oUV6 index-module_small__HOsZF index-module_isSecondary__-I1Rh">Food Tech</span></a></li><li class="subjectsAndTopics-listItem_Gs72Z"><a class="index-module_anchor__-PAF8 index-module_isBlock__b6pl-" href="/subjects/nature-and-environment-courses/gardening"><span class="index-module_link__TheKe index-module_left__8oUV6 index-module_small__HOsZF index-module_isSecondary__-I1Rh">Gardening</span></a></li><li class="subjectsAndTopics-listItem_Gs72Z"><a class="index-module_anchor__-PAF8 index-module_isBlock__b6pl-" href="/subjects/nature-and-environment-courses/geology"><span class="index-module_link__TheKe index-module_left__8oUV6 index-module_small__HOsZF index-module_isSecondary__-I1Rh">Geology</span></a></li><li class="subjectsAndTopics-listItem_Gs72Z"><a class="index-module_anchor__-PAF8 index-module_isBlock__b6pl-" href="/subjects/nature-and-environment-courses/sustainability"><span class="index-module_link__TheKe index-module_left__8oUV6 index-module_small__HOsZF index-module_isSecondary__-I1Rh">Sustainability</span></a></li></ul><a class="index-module_anchor__-PAF8" href="/subjects/nature-and-environment-courses" role="button"><span class="index-module_button__5KGpS index-module_secondary__OrTry index-module_medium__llK21 index-module_pink__5oqe5 index-module_sBreakpointFullWidthtrue__cF8-5 index-module_mBreakpointFullWidthtrue__GjnMa index-module_lBreakpointFullWidthfalse__3CakP"><span class="index-module_content__pkuA-">View all Nature & Environment courses</span></span></a></div><div class="subjectsAndTopics-topics_WeVNL"><div class="subjectsAndTopics-backButton_Wd-TR"><button class="index-module_button__qSsQ8 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class="index-module_link__TheKe index-module_left__8oUV6 index-module_small__HOsZF index-module_isSecondary__-I1Rh">Crime & Criminology</span></a></li><li class="subjectsAndTopics-listItem_Gs72Z"><a class="index-module_anchor__-PAF8 index-module_isBlock__b6pl-" href="/subjects/politics-and-society-courses/inclusion-and-diversity"><span class="index-module_link__TheKe index-module_left__8oUV6 index-module_small__HOsZF index-module_isSecondary__-I1Rh">Diversity & Inclusion</span></a></li><li class="subjectsAndTopics-listItem_Gs72Z"><a class="index-module_anchor__-PAF8 index-module_isBlock__b6pl-" href="/subjects/politics-and-society-courses/gender-feminism"><span class="index-module_link__TheKe index-module_left__8oUV6 index-module_small__HOsZF index-module_isSecondary__-I1Rh">Gender & Feminism</span></a></li><li class="subjectsAndTopics-listItem_Gs72Z"><a class="index-module_anchor__-PAF8 index-module_isBlock__b6pl-" href="/subjects/politics-and-society-courses/geopolitics"><span class="index-module_link__TheKe index-module_left__8oUV6 index-module_small__HOsZF index-module_isSecondary__-I1Rh">Geopolitics</span></a></li><li class="subjectsAndTopics-listItem_Gs72Z"><a class="index-module_anchor__-PAF8 index-module_isBlock__b6pl-" href="/subjects/politics-and-society-courses/public-policy"><span class="index-module_link__TheKe index-module_left__8oUV6 index-module_small__HOsZF index-module_isSecondary__-I1Rh">Public Policy</span></a></li><li class="subjectsAndTopics-listItem_Gs72Z"><a class="index-module_anchor__-PAF8 index-module_isBlock__b6pl-" href="/subjects/politics-and-society-courses/religion"><span class="index-module_link__TheKe index-module_left__8oUV6 index-module_small__HOsZF index-module_isSecondary__-I1Rh">Religion</span></a></li><li class="subjectsAndTopics-listItem_Gs72Z"><a class="index-module_anchor__-PAF8 index-module_isBlock__b6pl-" href="/subjects/politics-and-society-courses/social-issues"><span class="index-module_link__TheKe index-module_left__8oUV6 index-module_small__HOsZF index-module_isSecondary__-I1Rh">Social Issues</span></a></li><li class="subjectsAndTopics-listItem_Gs72Z"><a class="index-module_anchor__-PAF8 index-module_isBlock__b6pl-" href="/subjects/politics-and-society-courses/sociology"><span class="index-module_link__TheKe index-module_left__8oUV6 index-module_small__HOsZF index-module_isSecondary__-I1Rh">Sociology</span></a></li></ul><a class="index-module_anchor__-PAF8" href="/subjects/politics-and-society-courses" role="button"><span class="index-module_button__5KGpS index-module_secondary__OrTry index-module_medium__llK21 index-module_pink__5oqe5 index-module_sBreakpointFullWidthtrue__cF8-5 index-module_mBreakpointFullWidthtrue__GjnMa index-module_lBreakpointFullWidthfalse__3CakP"><span class="index-module_content__pkuA-">View all Politics & Society courses</span></span></a></div><div class="subjectsAndTopics-topics_WeVNL"><div class="subjectsAndTopics-backButton_Wd-TR"><button class="index-module_button__qSsQ8 index-module_sBreakpointFullWidthfalse__vnBJ4"><span class="index-module_link__TheKe index-module_left__8oUV6 index-module_small__HOsZF index-module_isSecondary__-I1Rh"><span class="iconWithText-module_wrapper__d2mgX iconWithText-module_isRegular__7hYyY"><span class="iconWithText-module_icon__1B8bR"><svg xmlns="http://www.w3.org/2000/svg" class="Icon-module_icon__TpU4-" viewBox="0 0 32 32" aria-hidden="false"><path d="M22.38,29.47l1.41,-1.42l-12.02,-12.02l12.02,-12.02l-1.41,-1.41l-13.44,13.43l13.44,13.44Z"></path></svg></span><span class="iconWithText-module_text__xzs-s">Back to subjects</span></span></span></button></div><h5 class="subjectsAndTopics-heading_f3gzQ" tabindex="-1" data-topic-heading="true">Psychology & Mental Health Topics</h5><ul class="subjectsAndTopics-list_vHzNV"><li class="subjectsAndTopics-listItem_Gs72Z"><a class="index-module_anchor__-PAF8 index-module_isBlock__b6pl-" href="/subjects/psychology-and-mental-health-courses/anxiety-and-depression"><span class="index-module_link__TheKe index-module_left__8oUV6 index-module_small__HOsZF index-module_isSecondary__-I1Rh">Anxiety & Depression</span></a></li><li class="subjectsAndTopics-listItem_Gs72Z"><a class="index-module_anchor__-PAF8 index-module_isBlock__b6pl-" href="/subjects/psychology-and-mental-health-courses/autism"><span class="index-module_link__TheKe index-module_left__8oUV6 index-module_small__HOsZF index-module_isSecondary__-I1Rh">Autism Courses & Awareness Training</span></a></li><li class="subjectsAndTopics-listItem_Gs72Z"><a class="index-module_anchor__-PAF8 index-module_isBlock__b6pl-" href="/subjects/psychology-and-mental-health-courses/dementia"><span class="index-module_link__TheKe index-module_left__8oUV6 index-module_small__HOsZF index-module_isSecondary__-I1Rh">Dementia</span></a></li><li class="subjectsAndTopics-listItem_Gs72Z"><a class="index-module_anchor__-PAF8 index-module_isBlock__b6pl-" href="/subjects/psychology-and-mental-health-courses/emotional-intelligence"><span class="index-module_link__TheKe index-module_left__8oUV6 index-module_small__HOsZF index-module_isSecondary__-I1Rh">Emotional Intelligence </span></a></li><li class="subjectsAndTopics-listItem_Gs72Z"><a class="index-module_anchor__-PAF8 index-module_isBlock__b6pl-" href="/subjects/psychology-and-mental-health-courses/forensic-psychology"><span class="index-module_link__TheKe index-module_left__8oUV6 index-module_small__HOsZF index-module_isSecondary__-I1Rh">Forensic Psychology</span></a></li><li class="subjectsAndTopics-listItem_Gs72Z"><a class="index-module_anchor__-PAF8 index-module_isBlock__b6pl-" href="/subjects/psychology-and-mental-health-courses/mental-health-intervention"><span class="index-module_link__TheKe index-module_left__8oUV6 index-module_small__HOsZF index-module_isSecondary__-I1Rh">Mental Health First Aid </span></a></li><li class="subjectsAndTopics-listItem_Gs72Z"><a class="index-module_anchor__-PAF8 index-module_isBlock__b6pl-" href="/subjects/psychology-and-mental-health-courses/mindfulness-wellbeing"><span class="index-module_link__TheKe index-module_left__8oUV6 index-module_small__HOsZF index-module_isSecondary__-I1Rh">Mindfulness & Wellbeing</span></a></li><li class="subjectsAndTopics-listItem_Gs72Z"><a class="index-module_anchor__-PAF8 index-module_isBlock__b6pl-" href="/subjects/psychology-and-mental-health-courses/personal-development"><span class="index-module_link__TheKe index-module_left__8oUV6 index-module_small__HOsZF index-module_isSecondary__-I1Rh">Personal Development</span></a></li><li class="subjectsAndTopics-listItem_Gs72Z"><a class="index-module_anchor__-PAF8 index-module_isBlock__b6pl-" href="/subjects/psychology-and-mental-health-courses/personaltraining"><span class="index-module_link__TheKe index-module_left__8oUV6 index-module_small__HOsZF index-module_isSecondary__-I1Rh">Personal Training</span></a></li><li class="subjectsAndTopics-listItem_Gs72Z"><a class="index-module_anchor__-PAF8 index-module_isBlock__b6pl-" href="/subjects/psychology-and-mental-health-courses/psychology"><span class="index-module_link__TheKe index-module_left__8oUV6 index-module_small__HOsZF index-module_isSecondary__-I1Rh">Psychology</span></a></li><li class="subjectsAndTopics-listItem_Gs72Z"><a class="index-module_anchor__-PAF8 index-module_isBlock__b6pl-" href="/subjects/psychology-and-mental-health-courses/self-improvement"><span class="index-module_link__TheKe index-module_left__8oUV6 index-module_small__HOsZF index-module_isSecondary__-I1Rh">Self Improvement</span></a></li><li class="subjectsAndTopics-listItem_Gs72Z"><a class="index-module_anchor__-PAF8 index-module_isBlock__b6pl-" href="/subjects/psychology-and-mental-health-courses/sports-psychology"><span class="index-module_link__TheKe index-module_left__8oUV6 index-module_small__HOsZF index-module_isSecondary__-I1Rh">Sports Psychology</span></a></li></ul><a class="index-module_anchor__-PAF8" href="/subjects/psychology-and-mental-health-courses" role="button"><span class="index-module_button__5KGpS index-module_secondary__OrTry index-module_medium__llK21 index-module_pink__5oqe5 index-module_sBreakpointFullWidthtrue__cF8-5 index-module_mBreakpointFullWidthtrue__GjnMa index-module_lBreakpointFullWidthfalse__3CakP"><span class="index-module_content__pkuA-">View all Psychology & Mental Health courses</span></span></a></div><div class="subjectsAndTopics-topics_WeVNL"><div class="subjectsAndTopics-backButton_Wd-TR"><button class="index-module_button__qSsQ8 index-module_sBreakpointFullWidthfalse__vnBJ4"><span class="index-module_link__TheKe index-module_left__8oUV6 index-module_small__HOsZF index-module_isSecondary__-I1Rh"><span class="iconWithText-module_wrapper__d2mgX iconWithText-module_isRegular__7hYyY"><span class="iconWithText-module_icon__1B8bR"><svg xmlns="http://www.w3.org/2000/svg" class="Icon-module_icon__TpU4-" viewBox="0 0 32 32" aria-hidden="false"><path d="M22.38,29.47l1.41,-1.42l-12.02,-12.02l12.02,-12.02l-1.41,-1.41l-13.44,13.43l13.44,13.44Z"></path></svg></span><span class="iconWithText-module_text__xzs-s">Back to subjects</span></span></span></button></div><h5 class="subjectsAndTopics-heading_f3gzQ" tabindex="-1" data-topic-heading="true">Science, Engineering & Maths Topics</h5><ul class="subjectsAndTopics-list_vHzNV"><li class="subjectsAndTopics-listItem_Gs72Z"><a class="index-module_anchor__-PAF8 index-module_isBlock__b6pl-" href="/subjects/science-engineering-and-maths-courses/bioinformatics"><span class="index-module_link__TheKe index-module_left__8oUV6 index-module_small__HOsZF index-module_isSecondary__-I1Rh">Bioinformatics</span></a></li><li class="subjectsAndTopics-listItem_Gs72Z"><a class="index-module_anchor__-PAF8 index-module_isBlock__b6pl-" href="/subjects/science-engineering-and-maths-courses/biology-and-biotechnology"><span class="index-module_link__TheKe index-module_left__8oUV6 index-module_small__HOsZF index-module_isSecondary__-I1Rh">Biology & Biotechnology</span></a></li><li class="subjectsAndTopics-listItem_Gs72Z"><a class="index-module_anchor__-PAF8 index-module_isBlock__b6pl-" href="/subjects/science-engineering-and-maths-courses/chemistry"><span class="index-module_link__TheKe index-module_left__8oUV6 index-module_small__HOsZF index-module_isSecondary__-I1Rh">Chemistry</span></a></li><li class="subjectsAndTopics-listItem_Gs72Z"><a class="index-module_anchor__-PAF8 index-module_isBlock__b6pl-" href="/subjects/science-engineering-and-maths-courses/data-engineering"><span class="index-module_link__TheKe index-module_left__8oUV6 index-module_small__HOsZF index-module_isSecondary__-I1Rh">Data Engineering</span></a></li><li class="subjectsAndTopics-listItem_Gs72Z"><a class="index-module_anchor__-PAF8 index-module_isBlock__b6pl-" href="/subjects/science-engineering-and-maths-courses/data-science"><span class="index-module_link__TheKe index-module_left__8oUV6 index-module_small__HOsZF index-module_isSecondary__-I1Rh">Data Science</span></a></li><li class="subjectsAndTopics-listItem_Gs72Z"><a class="index-module_anchor__-PAF8 index-module_isBlock__b6pl-" href="/subjects/science-engineering-and-maths-courses/earth-science"><span class="index-module_link__TheKe index-module_left__8oUV6 index-module_small__HOsZF index-module_isSecondary__-I1Rh">Earth Science</span></a></li><li class="subjectsAndTopics-listItem_Gs72Z"><a class="index-module_anchor__-PAF8 index-module_isBlock__b6pl-" href="/subjects/science-engineering-and-maths-courses/economics"><span class="index-module_link__TheKe index-module_left__8oUV6 index-module_small__HOsZF index-module_isSecondary__-I1Rh">Economics</span></a></li><li class="subjectsAndTopics-listItem_Gs72Z"><a class="index-module_anchor__-PAF8 index-module_isBlock__b6pl-" href="/subjects/science-engineering-and-maths-courses/engineering"><span class="index-module_link__TheKe index-module_left__8oUV6 index-module_small__HOsZF index-module_isSecondary__-I1Rh">Engineering</span></a></li><li class="subjectsAndTopics-listItem_Gs72Z"><a class="index-module_anchor__-PAF8 index-module_isBlock__b6pl-" href="/subjects/science-engineering-and-maths-courses/forensic-science"><span class="index-module_link__TheKe index-module_left__8oUV6 index-module_small__HOsZF index-module_isSecondary__-I1Rh">Forensic Science</span></a></li><li class="subjectsAndTopics-listItem_Gs72Z"><a class="index-module_anchor__-PAF8 index-module_isBlock__b6pl-" href="/subjects/science-engineering-and-maths-courses/maths"><span class="index-module_link__TheKe index-module_left__8oUV6 index-module_small__HOsZF index-module_isSecondary__-I1Rh">Maths</span></a></li><li class="subjectsAndTopics-listItem_Gs72Z"><a class="index-module_anchor__-PAF8 index-module_isBlock__b6pl-" href="/subjects/science-engineering-and-maths-courses/physics"><span class="index-module_link__TheKe index-module_left__8oUV6 index-module_small__HOsZF index-module_isSecondary__-I1Rh">Physics</span></a></li><li class="subjectsAndTopics-listItem_Gs72Z"><a class="index-module_anchor__-PAF8 index-module_isBlock__b6pl-" href="/subjects/science-engineering-and-maths-courses/statistics"><span class="index-module_link__TheKe index-module_left__8oUV6 index-module_small__HOsZF index-module_isSecondary__-I1Rh">Statistics</span></a></li></ul><a class="index-module_anchor__-PAF8" href="/subjects/science-engineering-and-maths-courses" role="button"><span class="index-module_button__5KGpS index-module_secondary__OrTry index-module_medium__llK21 index-module_pink__5oqe5 index-module_sBreakpointFullWidthtrue__cF8-5 index-module_mBreakpointFullWidthtrue__GjnMa index-module_lBreakpointFullWidthfalse__3CakP"><span class="index-module_content__pkuA-">View all Science, Engineering & Maths courses</span></span></a></div><div class="subjectsAndTopics-topics_WeVNL"><div 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href="/subjects/teaching-courses/adult"><span class="index-module_link__TheKe index-module_left__8oUV6 index-module_small__HOsZF index-module_isSecondary__-I1Rh">Adult education</span></a></li><li class="subjectsAndTopics-listItem_Gs72Z"><a class="index-module_anchor__-PAF8 index-module_isBlock__b6pl-" href="/subjects/teaching-courses/learning-design-and-curriculum"><span class="index-module_link__TheKe index-module_left__8oUV6 index-module_small__HOsZF index-module_isSecondary__-I1Rh">Curriculum and Learning Design</span></a></li><li class="subjectsAndTopics-listItem_Gs72Z"><a class="index-module_anchor__-PAF8 index-module_isBlock__b6pl-" href="/subjects/teaching-courses/early-childhood-education"><span class="index-module_link__TheKe index-module_left__8oUV6 index-module_small__HOsZF index-module_isSecondary__-I1Rh">Early Childhood Education</span></a></li><li class="subjectsAndTopics-listItem_Gs72Z"><a class="index-module_anchor__-PAF8 index-module_isBlock__b6pl-" href="/subjects/teaching-courses/educational-leadership-and-administration"><span class="index-module_link__TheKe index-module_left__8oUV6 index-module_small__HOsZF index-module_isSecondary__-I1Rh">Educational Leadership & Administration</span></a></li><li class="subjectsAndTopics-listItem_Gs72Z"><a class="index-module_anchor__-PAF8 index-module_isBlock__b6pl-" href="/subjects/teaching-courses/how-to-teach-online"><span class="index-module_link__TheKe index-module_left__8oUV6 index-module_small__HOsZF index-module_isSecondary__-I1Rh">How to Teach Online</span></a></li><li class="subjectsAndTopics-listItem_Gs72Z"><a class="index-module_anchor__-PAF8 index-module_isBlock__b6pl-" href="/subjects/teaching-courses/diversity-and-inclusion"><span class="index-module_link__TheKe index-module_left__8oUV6 index-module_small__HOsZF index-module_isSecondary__-I1Rh">Inclusive Teaching</span></a></li><li class="subjectsAndTopics-listItem_Gs72Z"><a class="index-module_anchor__-PAF8 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class="index-module_anchor__-PAF8 index-module_isBlock__b6pl-" href="/subjects/teaching-courses/secondary-education"><span class="index-module_link__TheKe index-module_left__8oUV6 index-module_small__HOsZF index-module_isSecondary__-I1Rh">Secondary Education Teaching</span></a></li><li class="subjectsAndTopics-listItem_Gs72Z"><a class="index-module_anchor__-PAF8 index-module_isBlock__b6pl-" href="/subjects/teaching-courses/sen-education"><span class="index-module_link__TheKe index-module_left__8oUV6 index-module_small__HOsZF index-module_isSecondary__-I1Rh">SEN Education</span></a></li><li class="subjectsAndTopics-listItem_Gs72Z"><a class="index-module_anchor__-PAF8 index-module_isBlock__b6pl-" href="/subjects/teaching-courses/teaching-science-technology-engineering-and-maths"><span class="index-module_link__TheKe index-module_left__8oUV6 index-module_small__HOsZF index-module_isSecondary__-I1Rh">STEM Teaching</span></a></li></ul><a class="index-module_anchor__-PAF8" href="/subjects/teaching-courses" role="button"><span class="index-module_button__5KGpS index-module_secondary__OrTry index-module_medium__llK21 index-module_pink__5oqe5 index-module_sBreakpointFullWidthtrue__cF8-5 index-module_mBreakpointFullWidthtrue__GjnMa index-module_lBreakpointFullWidthfalse__3CakP"><span class="index-module_content__pkuA-">View all Teaching courses</span></span></a></div><div class="subjectsAndTopics-subjects_h5wUj"><h5 class="subjectsAndTopics-heading_f3gzQ subjectsAndTopics-isHiddenForMobile_jmTAi">Subjects</h5><ul class="subjectsAndTopics-list_vHzNV"><li class="subjectsAndTopics-listItem_Gs72Z subjectsAndTopics-hasTopics_l6zK1"><a class="index-module_anchor__-PAF8 index-module_isBlock__b6pl-" href="/subjects/business-and-management-courses"><span class="index-module_link__TheKe index-module_left__8oUV6 index-module_small__HOsZF index-module_isSecondary__-I1Rh">Business & Management</span></a></li><li class="subjectsAndTopics-listItem_Gs72Z 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heading-module_black__YD5fU heading-module_isRegular__zTAaG">An Introduction to Machine Learning in Quantitative Finance</h1></div></div><div class="stack-module_item__6l6uZ stack-module_sBreakpointSpacing4__Jp8ci"><p class="text-module_wrapper__Dg6SG text-module_black__Z8IoK text-module_sBreakpointSizemedium__Biiv7 text-module_mBreakpointSizemedium__BiWea text-module_lBreakpointSizemedium__---NZ text-module_xlBreakpointSizemedium__X0Fd1 text-module_xxlBreakpointSizelarge__662pJ text-module_sBreakpointAlignmentleft__NFsd7 text-module_isRegular__cAvX9">Discover how machine learning can be used to solve financial data problems and create informative insights and predictions.</p></div><div class="stack-module_item__6l6uZ stack-module_sBreakpointSpacing4__Jp8ci"><div id="sticky-banner-start" class="PageHeader-hiddenToTypeScaleMedium_FSUvN"><a class="index-module_anchor__-PAF8" href="/purchases/new?product_code=paid-for-course.an-introduction-to-machine-learning-in-quantitative-finance.1" 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computer with overlay abstract finance economic graphs in the foreground." fetchpriority="high"/></picture></div><div class="PageHeader-keyInfoWrapper_zNm3q"><ul class="keyInfo-module_wrapper__-3a7e keyInfo-module_isOverlappingHeader__cAcHU"><li class="keyInfo-module_item__MbI3x"><div class="PageHeaderKeyInfoItem-hideOnLarge_pcYsI"><span class="keyInfo-module_icon__BR--8"><svg xmlns="http://www.w3.org/2000/svg" class="Icon-module_icon__TpU4-" viewBox="0 0 32 32" width="32" height="32" aria-hidden="false"><path d="M26 6V0H6v6h2v5.68l5 2v4.64l-5 2V26H6v6h20v-6h-2v-5.68l-5-2v-4.64l5-2V10h-2v.33l-5 2v7.36l5 2V26H10v-4.32l5-2v-7.36l-5-2V6zm-2 24H8v-2h16zM8 2h16v2H8z"></path></svg></span></div><div class="keyInfo-module_itemText__lsjSA"><p class="text-module_wrapper__Dg6SG text-module_mediumGrey__oO--8 text-module_sBreakpointSizesmall__6hBFg text-module_sBreakpointAlignmentleft__NFsd7 text-module_isInline__D2foI text-module_isRegular__cAvX9">Duration</p><span class="keyInfo-module_content__3RjEU">4 weeks</span></div></li><li class="keyInfo-module_item__MbI3x keyInfo-module_separator__qz6gI" aria-hidden="true" role="presentation"></li><li class="keyInfo-module_item__MbI3x"><div class="PageHeaderKeyInfoItem-hideOnLarge_pcYsI"><span class="keyInfo-module_icon__BR--8"><svg xmlns="http://www.w3.org/2000/svg" class="Icon-module_icon__TpU4-" viewBox="0 0 32 32" width="32" height="32" aria-hidden="false"><path d="M15 9v6.59l-2.66 2.65 1.42 1.42L17 16.41V9h-2z"></path><path d="M28 16a11.9 11.9 0 00-.37-2.88l-1.94.48A9.57 9.57 0 0126 16a10 10 0 11-2.5-6.56L25 8.12a12.23 12.23 0 00-3-2.49V0H10v5.61a12 12 0 000 20.75V32h12v-5.66A12 12 0 0028 16zM12 2h8v2.7a11.86 11.86 0 00-8 0zm8 28h-8v-2.72a11.78 11.78 0 008 0z"></path></svg></span></div><div class="keyInfo-module_itemText__lsjSA"><p class="text-module_wrapper__Dg6SG text-module_mediumGrey__oO--8 text-module_sBreakpointSizesmall__6hBFg text-module_sBreakpointAlignmentleft__NFsd7 text-module_isInline__D2foI text-module_isRegular__cAvX9">Weekly study</p><span class="keyInfo-module_content__3RjEU">3 hours</span></div></li><li class="keyInfo-module_item__MbI3x keyInfo-module_separator__qz6gI" aria-hidden="true" role="presentation"></li><li class="keyInfo-module_item__MbI3x"><div class="PageHeaderKeyInfoItem-hideOnLarge_pcYsI"><span class="keyInfo-module_icon__BR--8"><svg xmlns="http://www.w3.org/2000/svg" class="Icon-module_icon__TpU4-" viewBox="0 0 32 32" aria-hidden="false"><path d="M22.7 6.7L16 0 9.3 6.7l1.4 1.4L15 3.8v13.6h2V3.8l4.3 4.3z"></path><path d="M22.7 6.7L16 0 9.3 6.7l1.4 1.4L15 3.8v13.6h2V3.8l4.3 4.3z"></path><path d="M31.5 10.6l-4.7-3.1-1.5 1.4 3.7 2.5-1.6 4.2 1.6 4.2-3.7 2.5-1.2 4.4-4.6-.1-3.5 2.8-3.5-2.9-4.6.2-1.2-4.4L3 19.8l1.6-4.2L3 11.4l3.7-2.5-1.5-1.4-4.7 3.1 1.9 5-1.9 5 4.5 3 1.4 5.2 5.4-.3L16 32l4.2-3.4 5.4.2 1.4-5.2 4.5-3-1.9-5z"></path><path d="M22.5 13.4c.3.8.5 1.7.5 2.6 0 3.9-3.1 7-7 7s-7-3.1-7-7c0-1 .2-2 .7-2.9l-1.5-1.5C7.4 12.9 7 14.4 7 16c0 5 4 9 9 9s9-4 9-9c0-1.5-.4-2.9-1-4.1z"></path></svg></span></div><div class="keyInfo-module_itemText__lsjSA"><p class="text-module_wrapper__Dg6SG text-module_mediumGrey__oO--8 text-module_sBreakpointSizesmall__6hBFg text-module_sBreakpointAlignmentleft__NFsd7 text-module_isInline__D2foI text-module_isRegular__cAvX9">Premium course</p><span class="keyInfo-module_content__3RjEU">$449</span><span class="keyInfo-module_link__5f9y0"><a class="index-module_anchor__-PAF8" href="#section-featurebox"><span class="index-module_link__TheKe index-module_left__8oUV6 index-module_small__HOsZF">What's included?</span></a></span></div></li><li class="keyInfo-module_item__MbI3x keyInfo-module_separator__qz6gI" aria-hidden="true" role="presentation"></li></ul></div></div><div class="Banner-stickyBanner_x151O Banner-isUnfixed_wjImB"><div class="Banner-contentContainer_cIRSO"><div class="sectionContainer-module_wrapper__mWOJ-"><div class="index-module_wrapper__2qz1X index-module_isHall__djdom"><div class="align-module_wrapper__RpD0z align-module_sBreakpointDirectionvertical__d52I1 align-module_mBreakpointDirectionhorizontal__XGziK"><div class="align-module_itemsWrapper__VqrgE align-module_sBreakpointSpacing0__0j-jQ align-module_sBreakpointAlignspaceBetween__VUMvv align-module_sBreakpointAlignItemsstretch__YXmMT align-module_mBreakpointAlignItemscenter__0jkGH align-module_noWrap__mmz-8"><div class="align-module_item__YwH46"><div class="PageHeader-runTitle_Pk40n"><p class="text-module_wrapper__Dg6SG text-module_black__Z8IoK text-module_sBreakpointSizemedium__Biiv7 text-module_sBreakpointAlignmentleft__NFsd7 text-module_isBold__P1yAk text-module_isRegular__cAvX9">An Introduction to Machine Learning in Quantitative Finance</p></div></div><div class="align-module_item__YwH46"><div class="spacer-module_default__LTC4S spacer-module_all-3__gGyZy"><div class="PageHeader-buttonGroup_mL3ac"><a class="index-module_anchor__-PAF8" 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data-ahoy-event="$click" data-ahoy-event-properties="{"click-event-name":"course-submenu-item-click"}">Educators</a></div><div class="Submenu-item_ezTwf"><a class="Submenu-itemLink_kxuwo" href="#section-featurebox" data-js-ahoy-track="true" data-ahoy-event="$click" data-ahoy-event-properties="{"click-event-name":"course-submenu-item-click"}">What's included</a></div><div class="Submenu-item_ezTwf"><a class="Submenu-itemLink_kxuwo" href="#course-highlights" data-js-ahoy-track="true" data-ahoy-event="$click" data-ahoy-event-properties="{"click-event-name":"course-submenu-item-click"}">Try it</a></div><div class="Submenu-item_ezTwf"><a class="Submenu-itemLink_kxuwo" href="#section-more-courses" data-js-ahoy-track="true" data-ahoy-event="$click" data-ahoy-event-properties="{"click-event-name":"course-submenu-item-click"}">More courses</a></div></div><div id="sticky-submenu-start"></div><div><section class="sectionContainer-module_wrapper__mWOJ-" id="section-overview"><div class="index-module_wrapper__2qz1X"><div class="spacer-module_default__LTC4S spacer-module_vertical-7__oA0VO"><h2 class="heading-module_wrapper__WGbyu heading-module_sBreakpointAlignmentleft__teLQ4 heading-module_sBreakpointSizexlarge__76J8a heading-module_black__YD5fU heading-module_isRegular__zTAaG">Explore the applications of machine learning for quantitative finance</h2><div class=""><p>Over the past few years, machine learning (ML) has gradually permeated the financial sector, reshaping the landscape of quantitative finance as we know it.</p> <p>This four-week course from University College London will demystify machine learning by uncovering its underlying mathematics and showing how to apply ML methods to real-world financial data.</p> <h2 id="learn-to-use-supervised-learning-models-such-as-linear-regression">Learn to use supervised learning models such as linear regression</h2> <p>Supervised learning is a category of machine learning that uses algorithms to classify data and create predictions.</p> <p>You’ll be provided with an overview of supervised learning, as well as linear and non-linear regression with regularisation and classification. This will enable you to learn other new supervised learning algorithms in a systematic manner.</p> <h2 id="understand-how-to-use-deep-learning-for-predictive-analytics-in-finance">Understand how to use deep learning for predictive analytics in finance</h2> <p>Huge datasets are incredibly common in the financial sector, and present a significant challenge to researchers and analysts.</p> <p>On this course, you’ll familiarise yourself with neural networks and understand how deep learning can be used to analyse large datasets and create accurate financial predictions. At the end of the course, you’ll put your learning into practice by tackling an empirical financial data problem using machine learning end-to-end.</p> <h2 id="study-with-the-experts-at-university-college-london">Study with the experts at University College London</h2> <p>Your course educators are faculty members of the financial mathematics group at the UCL and Shanghai University.</p> <p>With the help of their extensive research and experience, you’ll be empowered to solve real-world financial challenges through the application of modern machine learning methods.</p> </div></div></div></section><section class="sectionContainer-module_wrapper__mWOJ-" id="section-syllabus"><div class="spacer-module_default__LTC4S spacer-module_top-7__EpcOY spacer-module_bottom-7__X6JQO"><div class="index-module_wrapper__2qz1X"><h2 class="TimelineSyllabus-aHeadingSmall_x2kW6">Syllabus</h2><ul class="Timeline-wrapper_L50cN"><li class="Timeline-item_rJlq5"><div class="Timeline-itemHeading_WAVhF"><h3 class="Timeline-heading_0Igrp">Week 1</h3></div><div class="Timeline-content_Bl0ON"><div class="TimelineCard-card_pAzZr"><div class="TimelineCard-wrapper_1r+Ug"><div class="align-module_wrapper__RpD0z align-module_sBreakpointDirectionvertical__d52I1 align-module_mBreakpointDirectionvertical__yOLkk align-module_lBreakpointDirectionhorizontal__IeGH3"><div class="align-module_itemsWrapper__VqrgE align-module_sBreakpointSpacing2__bp5w9 align-module_mBreakpointSpacing4__RKJJs align-module_sBreakpointAlignstart__nxfDA align-module_noWrap__mmz-8"><div class="align-module_item__YwH46"><div><div class="Title-wrapper_5eSVQ"><h3 class="heading-module_wrapper__WGbyu heading-module_sBreakpointAlignmentleft__teLQ4 heading-module_sBreakpointSizemedium__WZlYM heading-module_black__YD5fU heading-module_isCompact__XTYnB">Introduction to the course</h3></div></div></div></div></div></div></div></div><div class="Timeline-container_zLUEe Timeline-isOpen_QbkNs"><div><ul class="Timeline-sublist_aDQKQ"><li class="Timeline-item_rJlq5"><div class="Timeline-content_Bl0ON"><div class="TimelineCard-card_pAzZr"><div class="TimelineCard-wrapper_1r+Ug"><div class="align-module_wrapper__RpD0z align-module_sBreakpointDirectionvertical__d52I1 align-module_mBreakpointDirectionvertical__yOLkk align-module_lBreakpointDirectionhorizontal__IeGH3"><div class="align-module_itemsWrapper__VqrgE align-module_sBreakpointSpacing2__bp5w9 align-module_mBreakpointSpacing4__RKJJs align-module_sBreakpointAlignstart__nxfDA align-module_noWrap__mmz-8"><div class="align-module_item__YwH46"><div class="TimelineCard-image_Myro8"><noscript><img class="image-module_image__hvXRh" src="https://ugc.futurelearn.com/uploads/images/5c/ab/regular_5cab1c48-d681-42a9-8cee-a46f11a0ad6f.png" alt=""/></noscript><img class="image-module_image__hvXRh" src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAASwAAADIBAMAAACg8cFmAAAAGFBMVEXt7e7KyszV1dfe3t/m5ufq6uvg4OHOztD3GVIkAAAAnklEQVR42u3OwQnCQBAAwENIASsWIFagpARtJCWID9v3c+d/QciezFQwDQAAAAAAAAAAAIAfWyJaQVpanVaGVoZWhlaGVobWHu7rUKq1xaA1ceu1Dq2OLc6tIC2tTitDK0MrQyvjv1vLY7hVah3iS2ve1vEyXFsZhzi1grS0Oq0MrQytDK0MrV28u2etVgxa87YAAAAAAAAAAAAApvYB2BwigkXIZZgAAAAASUVORK5CYII=" alt="" hidden=""/></div></div><div class="align-module_item__YwH46"><div><div class="Title-wrapper_5eSVQ"><h3 class="heading-module_wrapper__WGbyu heading-module_sBreakpointAlignmentleft__teLQ4 heading-module_sBreakpointSizemedium__WZlYM heading-module_black__YD5fU heading-module_isCompact__XTYnB">Welcome to the course</h3></div><p class="text-module_wrapper__Dg6SG text-module_black__Z8IoK text-module_sBreakpointSizexsmall__PTEOv text-module_sBreakpointAlignmentleft__NFsd7 text-module_isRegular__cAvX9">Welcome to the course! Meet our team and your fellow learners. </p></div></div></div></div></div></div></div></li><li class="Timeline-item_rJlq5"><div class="Timeline-content_Bl0ON"><div class="TimelineCard-card_pAzZr"><div class="TimelineCard-wrapper_1r+Ug"><div class="align-module_wrapper__RpD0z align-module_sBreakpointDirectionvertical__d52I1 align-module_mBreakpointDirectionvertical__yOLkk align-module_lBreakpointDirectionhorizontal__IeGH3"><div class="align-module_itemsWrapper__VqrgE align-module_sBreakpointSpacing2__bp5w9 align-module_mBreakpointSpacing4__RKJJs align-module_sBreakpointAlignstart__nxfDA align-module_noWrap__mmz-8"><div class="align-module_item__YwH46"><div class="TimelineCard-image_Myro8"><noscript><img class="image-module_image__hvXRh" src="https://ugc.futurelearn.com/uploads/images/5d/6e/regular_5d6edf87-114a-438c-9eac-0a623936582d.png" alt=""/></noscript><img class="image-module_image__hvXRh" src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAASwAAADIBAMAAACg8cFmAAAAGFBMVEXt7e7KyszV1dfe3t/m5ufq6uvg4OHOztD3GVIkAAAAnklEQVR42u3OwQnCQBAAwENIASsWIFagpARtJCWID9v3c+d/QciezFQwDQAAAAAAAAAAAIAfWyJaQVpanVaGVoZWhlaGVobWHu7rUKq1xaA1ceu1Dq2OLc6tIC2tTitDK0MrQyvjv1vLY7hVah3iS2ve1vEyXFsZhzi1grS0Oq0MrQytDK0MrV28u2etVgxa87YAAAAAAAAAAAAApvYB2BwigkXIZZgAAAAASUVORK5CYII=" alt="" hidden=""/></div></div><div class="align-module_item__YwH46"><div><div class="Title-wrapper_5eSVQ"><h3 class="heading-module_wrapper__WGbyu heading-module_sBreakpointAlignmentleft__teLQ4 heading-module_sBreakpointSizemedium__WZlYM heading-module_black__YD5fU heading-module_isCompact__XTYnB">What is Machine Learning?</h3></div><p class="text-module_wrapper__Dg6SG text-module_black__Z8IoK text-module_sBreakpointSizexsmall__PTEOv text-module_sBreakpointAlignmentleft__NFsd7 text-module_isRegular__cAvX9">We give a brief introduction to Machine Learning, including its main types and examples.</p></div></div></div></div></div></div></div></li><li class="Timeline-item_rJlq5"><div class="Timeline-content_Bl0ON"><div class="TimelineCard-card_pAzZr"><div class="TimelineCard-wrapper_1r+Ug"><div class="align-module_wrapper__RpD0z align-module_sBreakpointDirectionvertical__d52I1 align-module_mBreakpointDirectionvertical__yOLkk align-module_lBreakpointDirectionhorizontal__IeGH3"><div class="align-module_itemsWrapper__VqrgE align-module_sBreakpointSpacing2__bp5w9 align-module_mBreakpointSpacing4__RKJJs align-module_sBreakpointAlignstart__nxfDA align-module_noWrap__mmz-8"><div class="align-module_item__YwH46"><div class="TimelineCard-image_Myro8"><noscript><img class="image-module_image__hvXRh" src="https://ugc.futurelearn.com/uploads/images/e8/6b/regular_e86b6f5f-ec6a-4c5e-8be7-2b6d9581e2cc.jpg" alt=""/></noscript><img class="image-module_image__hvXRh" src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAASwAAADIBAMAAACg8cFmAAAAGFBMVEXt7e7KyszV1dfe3t/m5ufq6uvg4OHOztD3GVIkAAAAnklEQVR42u3OwQnCQBAAwENIASsWIFagpARtJCWID9v3c+d/QciezFQwDQAAAAAAAAAAAIAfWyJaQVpanVaGVoZWhlaGVobWHu7rUKq1xaA1ceu1Dq2OLc6tIC2tTitDK0MrQyvjv1vLY7hVah3iS2ve1vEyXFsZhzi1grS0Oq0MrQytDK0MrV28u2etVgxa87YAAAAAAAAAAAAApvYB2BwigkXIZZgAAAAASUVORK5CYII=" alt="" hidden=""/></div></div><div class="align-module_item__YwH46"><div><div class="Title-wrapper_5eSVQ"><h3 class="heading-module_wrapper__WGbyu heading-module_sBreakpointAlignmentleft__teLQ4 heading-module_sBreakpointSizemedium__WZlYM heading-module_black__YD5fU heading-module_isCompact__XTYnB">Quantitative Finance</h3></div><p class="text-module_wrapper__Dg6SG text-module_black__Z8IoK text-module_sBreakpointSizexsmall__PTEOv text-module_sBreakpointAlignmentleft__NFsd7 text-module_isRegular__cAvX9">We will identify the challenges and promises of ML in Quantitative Finance. </p></div></div></div></div></div></div></div></li><li class="Timeline-item_rJlq5"><div class="Timeline-content_Bl0ON"><div class="TimelineCard-card_pAzZr"><div class="TimelineCard-wrapper_1r+Ug"><div class="align-module_wrapper__RpD0z align-module_sBreakpointDirectionvertical__d52I1 align-module_mBreakpointDirectionvertical__yOLkk align-module_lBreakpointDirectionhorizontal__IeGH3"><div class="align-module_itemsWrapper__VqrgE align-module_sBreakpointSpacing2__bp5w9 align-module_mBreakpointSpacing4__RKJJs align-module_sBreakpointAlignstart__nxfDA align-module_noWrap__mmz-8"><div class="align-module_item__YwH46"><div class="TimelineCard-image_Myro8"><noscript><img class="image-module_image__hvXRh" src="https://ugc.futurelearn.com/uploads/images/a5/48/regular_a548131f-dc8d-478c-8620-f2a1607a9ee0.jpg" alt=""/></noscript><img class="image-module_image__hvXRh" src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAASwAAADIBAMAAACg8cFmAAAAGFBMVEXt7e7KyszV1dfe3t/m5ufq6uvg4OHOztD3GVIkAAAAnklEQVR42u3OwQnCQBAAwENIASsWIFagpARtJCWID9v3c+d/QciezFQwDQAAAAAAAAAAAIAfWyJaQVpanVaGVoZWhlaGVobWHu7rUKq1xaA1ceu1Dq2OLc6tIC2tTitDK0MrQyvjv1vLY7hVah3iS2ve1vEyXFsZhzi1grS0Oq0MrQytDK0MrV28u2etVgxa87YAAAAAAAAAAAAApvYB2BwigkXIZZgAAAAASUVORK5CYII=" alt="" hidden=""/></div></div><div class="align-module_item__YwH46"><div><div class="Title-wrapper_5eSVQ"><h3 class="heading-module_wrapper__WGbyu heading-module_sBreakpointAlignmentleft__teLQ4 heading-module_sBreakpointSizemedium__WZlYM heading-module_black__YD5fU heading-module_isCompact__XTYnB">Next generation of talents in Quantitative Finance</h3></div><p class="text-module_wrapper__Dg6SG text-module_black__Z8IoK text-module_sBreakpointSizexsmall__PTEOv text-module_sBreakpointAlignmentleft__NFsd7 text-module_isRegular__cAvX9">The impact of ML has gradually changed the landscape of quantitative finance. You will learn about the skillsets required for the next generation of quantitative researchers to adapt to the future financial world. </p></div></div></div></div></div></div></div></li><li class="Timeline-item_rJlq5"><div class="Timeline-content_Bl0ON"><div class="TimelineCard-card_pAzZr"><div class="TimelineCard-wrapper_1r+Ug"><div class="align-module_wrapper__RpD0z align-module_sBreakpointDirectionvertical__d52I1 align-module_mBreakpointDirectionvertical__yOLkk align-module_lBreakpointDirectionhorizontal__IeGH3"><div class="align-module_itemsWrapper__VqrgE align-module_sBreakpointSpacing2__bp5w9 align-module_mBreakpointSpacing4__RKJJs align-module_sBreakpointAlignstart__nxfDA align-module_noWrap__mmz-8"><div class="align-module_item__YwH46"><div class="TimelineCard-image_Myro8"><noscript><img class="image-module_image__hvXRh" src="https://ugc.futurelearn.com/uploads/images/54/3e/regular_543ed88b-520e-452b-87a9-1a768577282f.png" alt=""/></noscript><img class="image-module_image__hvXRh" src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAASwAAADIBAMAAACg8cFmAAAAGFBMVEXt7e7KyszV1dfe3t/m5ufq6uvg4OHOztD3GVIkAAAAnklEQVR42u3OwQnCQBAAwENIASsWIFagpARtJCWID9v3c+d/QciezFQwDQAAAAAAAAAAAIAfWyJaQVpanVaGVoZWhlaGVobWHu7rUKq1xaA1ceu1Dq2OLc6tIC2tTitDK0MrQyvjv1vLY7hVah3iS2ve1vEyXFsZhzi1grS0Oq0MrQytDK0MrV28u2etVgxa87YAAAAAAAAAAAAApvYB2BwigkXIZZgAAAAASUVORK5CYII=" alt="" hidden=""/></div></div><div class="align-module_item__YwH46"><div><div class="Title-wrapper_5eSVQ"><h3 class="heading-module_wrapper__WGbyu heading-module_sBreakpointAlignmentleft__teLQ4 heading-module_sBreakpointSizemedium__WZlYM heading-module_black__YD5fU heading-module_isCompact__XTYnB">End of Week 1</h3></div><p class="text-module_wrapper__Dg6SG text-module_black__Z8IoK text-module_sBreakpointSizexsmall__PTEOv text-module_sBreakpointAlignmentleft__NFsd7 text-module_isRegular__cAvX9">After summarizing the overview of ML in quantitative finance, it is time for exercise. Let us set up the Python programming environment for your homework. </p></div></div></div></div></div></div></div></li></ul></div></div></li><li class="Timeline-item_rJlq5"><div class="Timeline-itemHeading_WAVhF"><h3 class="Timeline-heading_0Igrp">Week 2</h3></div><div class="Timeline-content_Bl0ON"><div class="TimelineCard-card_pAzZr"><div class="TimelineCard-wrapper_1r+Ug"><div class="align-module_wrapper__RpD0z align-module_sBreakpointDirectionvertical__d52I1 align-module_mBreakpointDirectionvertical__yOLkk align-module_lBreakpointDirectionhorizontal__IeGH3"><div class="align-module_itemsWrapper__VqrgE align-module_sBreakpointSpacing2__bp5w9 align-module_mBreakpointSpacing4__RKJJs align-module_sBreakpointAlignstart__nxfDA align-module_noWrap__mmz-8"><div class="align-module_item__YwH46"><div><div class="Title-wrapper_5eSVQ"><h3 class="heading-module_wrapper__WGbyu heading-module_sBreakpointAlignmentleft__teLQ4 heading-module_sBreakpointSizemedium__WZlYM heading-module_black__YD5fU heading-module_isCompact__XTYnB">Supervised Learning in financial applications</h3></div></div></div></div></div></div></div></div><div class="Timeline-container_zLUEe Timeline-isOpen_QbkNs"><div><ul class="Timeline-sublist_aDQKQ"><li class="Timeline-item_rJlq5"><div class="Timeline-content_Bl0ON"><div class="TimelineCard-card_pAzZr"><div class="TimelineCard-wrapper_1r+Ug"><div class="align-module_wrapper__RpD0z align-module_sBreakpointDirectionvertical__d52I1 align-module_mBreakpointDirectionvertical__yOLkk align-module_lBreakpointDirectionhorizontal__IeGH3"><div class="align-module_itemsWrapper__VqrgE align-module_sBreakpointSpacing2__bp5w9 align-module_mBreakpointSpacing4__RKJJs align-module_sBreakpointAlignstart__nxfDA align-module_noWrap__mmz-8"><div class="align-module_item__YwH46"><div class="TimelineCard-image_Myro8"><noscript><img class="image-module_image__hvXRh" src="https://ugc.futurelearn.com/uploads/images/9a/84/regular_9a848da2-0b4b-42d0-8f54-55335189208d.png" alt=""/></noscript><img class="image-module_image__hvXRh" src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAASwAAADIBAMAAACg8cFmAAAAGFBMVEXt7e7KyszV1dfe3t/m5ufq6uvg4OHOztD3GVIkAAAAnklEQVR42u3OwQnCQBAAwENIASsWIFagpARtJCWID9v3c+d/QciezFQwDQAAAAAAAAAAAIAfWyJaQVpanVaGVoZWhlaGVobWHu7rUKq1xaA1ceu1Dq2OLc6tIC2tTitDK0MrQyvjv1vLY7hVah3iS2ve1vEyXFsZhzi1grS0Oq0MrQytDK0MrV28u2etVgxa87YAAAAAAAAAAAAApvYB2BwigkXIZZgAAAAASUVORK5CYII=" alt="" hidden=""/></div></div><div class="align-module_item__YwH46"><div><div class="Title-wrapper_5eSVQ"><h3 class="heading-module_wrapper__WGbyu heading-module_sBreakpointAlignmentleft__teLQ4 heading-module_sBreakpointSizemedium__WZlYM heading-module_black__YD5fU heading-module_isCompact__XTYnB">Welcome to Week 2 </h3></div><p class="text-module_wrapper__Dg6SG text-module_black__Z8IoK text-module_sBreakpointSizexsmall__PTEOv text-module_sBreakpointAlignmentleft__NFsd7 text-module_isRegular__cAvX9">Learn about what tasks can be solved by supervised learning, and the main categories of supervised learning (regression v.s. classification).</p></div></div></div></div></div></div></div></li><li class="Timeline-item_rJlq5"><div class="Timeline-content_Bl0ON"><div class="TimelineCard-card_pAzZr"><div class="TimelineCard-wrapper_1r+Ug"><div class="align-module_wrapper__RpD0z align-module_sBreakpointDirectionvertical__d52I1 align-module_mBreakpointDirectionvertical__yOLkk align-module_lBreakpointDirectionhorizontal__IeGH3"><div class="align-module_itemsWrapper__VqrgE align-module_sBreakpointSpacing2__bp5w9 align-module_mBreakpointSpacing4__RKJJs align-module_sBreakpointAlignstart__nxfDA align-module_noWrap__mmz-8"><div class="align-module_item__YwH46"><div class="TimelineCard-image_Myro8"><noscript><img class="image-module_image__hvXRh" src="https://ugc.futurelearn.com/uploads/images/95/d3/regular_95d302ab-82be-4a3e-bf8a-2882c159f8c4.png" alt=""/></noscript><img class="image-module_image__hvXRh" src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAASwAAADIBAMAAACg8cFmAAAAGFBMVEXt7e7KyszV1dfe3t/m5ufq6uvg4OHOztD3GVIkAAAAnklEQVR42u3OwQnCQBAAwENIASsWIFagpARtJCWID9v3c+d/QciezFQwDQAAAAAAAAAAAIAfWyJaQVpanVaGVoZWhlaGVobWHu7rUKq1xaA1ceu1Dq2OLc6tIC2tTitDK0MrQyvjv1vLY7hVah3iS2ve1vEyXFsZhzi1grS0Oq0MrQytDK0MrV28u2etVgxa87YAAAAAAAAAAAAApvYB2BwigkXIZZgAAAAASUVORK5CYII=" alt="" hidden=""/></div></div><div class="align-module_item__YwH46"><div><div class="Title-wrapper_5eSVQ"><h3 class="heading-module_wrapper__WGbyu heading-module_sBreakpointAlignmentleft__teLQ4 heading-module_sBreakpointSizemedium__WZlYM heading-module_black__YD5fU heading-module_isCompact__XTYnB">Linear Regression</h3></div><p class="text-module_wrapper__Dg6SG text-module_black__Z8IoK text-module_sBreakpointSizexsmall__PTEOv text-module_sBreakpointAlignmentleft__NFsd7 text-module_isRegular__cAvX9">We introduce the most basic supervised learning method, i.e., linear regression. </p></div></div></div></div></div></div></div></li><li class="Timeline-item_rJlq5"><div class="Timeline-content_Bl0ON"><div class="TimelineCard-card_pAzZr"><div class="TimelineCard-wrapper_1r+Ug"><div class="align-module_wrapper__RpD0z align-module_sBreakpointDirectionvertical__d52I1 align-module_mBreakpointDirectionvertical__yOLkk align-module_lBreakpointDirectionhorizontal__IeGH3"><div class="align-module_itemsWrapper__VqrgE align-module_sBreakpointSpacing2__bp5w9 align-module_mBreakpointSpacing4__RKJJs align-module_sBreakpointAlignstart__nxfDA align-module_noWrap__mmz-8"><div class="align-module_item__YwH46"><div class="TimelineCard-image_Myro8"><noscript><img class="image-module_image__hvXRh" src="https://ugc.futurelearn.com/uploads/images/2b/ed/regular_2bed9058-785a-47af-9db9-613bc591d212.png" alt="Overfitting "/></noscript><img class="image-module_image__hvXRh" src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAASwAAADIBAMAAACg8cFmAAAAGFBMVEXt7e7KyszV1dfe3t/m5ufq6uvg4OHOztD3GVIkAAAAnklEQVR42u3OwQnCQBAAwENIASsWIFagpARtJCWID9v3c+d/QciezFQwDQAAAAAAAAAAAIAfWyJaQVpanVaGVoZWhlaGVobWHu7rUKq1xaA1ceu1Dq2OLc6tIC2tTitDK0MrQyvjv1vLY7hVah3iS2ve1vEyXFsZhzi1grS0Oq0MrQytDK0MrV28u2etVgxa87YAAAAAAAAAAAAApvYB2BwigkXIZZgAAAAASUVORK5CYII=" alt="Overfitting " hidden=""/></div></div><div class="align-module_item__YwH46"><div><div class="Title-wrapper_5eSVQ"><h3 class="heading-module_wrapper__WGbyu heading-module_sBreakpointAlignmentleft__teLQ4 heading-module_sBreakpointSizemedium__WZlYM heading-module_black__YD5fU heading-module_isCompact__XTYnB">Regularization</h3></div><p class="text-module_wrapper__Dg6SG text-module_black__Z8IoK text-module_sBreakpointSizexsmall__PTEOv text-module_sBreakpointAlignmentleft__NFsd7 text-module_isRegular__cAvX9">Learn about the overfitting issue and the regularization method to tackle this problem.</p></div></div></div></div></div></div></div></li><li class="Timeline-item_rJlq5"><div class="Timeline-content_Bl0ON"><div class="TimelineCard-card_pAzZr"><div class="TimelineCard-wrapper_1r+Ug"><div class="align-module_wrapper__RpD0z align-module_sBreakpointDirectionvertical__d52I1 align-module_mBreakpointDirectionvertical__yOLkk align-module_lBreakpointDirectionhorizontal__IeGH3"><div class="align-module_itemsWrapper__VqrgE align-module_sBreakpointSpacing2__bp5w9 align-module_mBreakpointSpacing4__RKJJs align-module_sBreakpointAlignstart__nxfDA align-module_noWrap__mmz-8"><div class="align-module_item__YwH46"><div class="TimelineCard-image_Myro8"><noscript><img class="image-module_image__hvXRh" src="https://ugc.futurelearn.com/uploads/images/d8/8c/regular_d88c5031-7f3d-4996-ab2b-293f776543e8.png" alt=""/></noscript><img class="image-module_image__hvXRh" src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAASwAAADIBAMAAACg8cFmAAAAGFBMVEXt7e7KyszV1dfe3t/m5ufq6uvg4OHOztD3GVIkAAAAnklEQVR42u3OwQnCQBAAwENIASsWIFagpARtJCWID9v3c+d/QciezFQwDQAAAAAAAAAAAIAfWyJaQVpanVaGVoZWhlaGVobWHu7rUKq1xaA1ceu1Dq2OLc6tIC2tTitDK0MrQyvjv1vLY7hVah3iS2ve1vEyXFsZhzi1grS0Oq0MrQytDK0MrV28u2etVgxa87YAAAAAAAAAAAAApvYB2BwigkXIZZgAAAAASUVORK5CYII=" alt="" hidden=""/></div></div><div class="align-module_item__YwH46"><div><div class="Title-wrapper_5eSVQ"><h3 class="heading-module_wrapper__WGbyu heading-module_sBreakpointAlignmentleft__teLQ4 heading-module_sBreakpointSizemedium__WZlYM heading-module_black__YD5fU heading-module_isCompact__XTYnB">Classification</h3></div><p class="text-module_wrapper__Dg6SG text-module_black__Z8IoK text-module_sBreakpointSizexsmall__PTEOv text-module_sBreakpointAlignmentleft__NFsd7 text-module_isRegular__cAvX9">In this activity, we introduce classification, which is a supervised learning task with categorical output. You learn how to extend the regression framework to tackle classification tasks.</p></div></div></div></div></div></div></div></li><li class="Timeline-item_rJlq5"><div class="Timeline-content_Bl0ON"><div class="TimelineCard-card_pAzZr"><div class="TimelineCard-wrapper_1r+Ug"><div class="align-module_wrapper__RpD0z align-module_sBreakpointDirectionvertical__d52I1 align-module_mBreakpointDirectionvertical__yOLkk align-module_lBreakpointDirectionhorizontal__IeGH3"><div class="align-module_itemsWrapper__VqrgE align-module_sBreakpointSpacing2__bp5w9 align-module_mBreakpointSpacing4__RKJJs align-module_sBreakpointAlignstart__nxfDA align-module_noWrap__mmz-8"><div class="align-module_item__YwH46"><div class="TimelineCard-image_Myro8"><noscript><img class="image-module_image__hvXRh" src="https://ugc.futurelearn.com/uploads/images/78/84/regular_788493d6-ff84-4390-8020-21059641388c.png" alt=""/></noscript><img class="image-module_image__hvXRh" src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAASwAAADIBAMAAACg8cFmAAAAGFBMVEXt7e7KyszV1dfe3t/m5ufq6uvg4OHOztD3GVIkAAAAnklEQVR42u3OwQnCQBAAwENIASsWIFagpARtJCWID9v3c+d/QciezFQwDQAAAAAAAAAAAIAfWyJaQVpanVaGVoZWhlaGVobWHu7rUKq1xaA1ceu1Dq2OLc6tIC2tTitDK0MrQyvjv1vLY7hVah3iS2ve1vEyXFsZhzi1grS0Oq0MrQytDK0MrV28u2etVgxa87YAAAAAAAAAAAAApvYB2BwigkXIZZgAAAAASUVORK5CYII=" alt="" hidden=""/></div></div><div class="align-module_item__YwH46"><div><div class="Title-wrapper_5eSVQ"><h3 class="heading-module_wrapper__WGbyu heading-module_sBreakpointAlignmentleft__teLQ4 heading-module_sBreakpointSizemedium__WZlYM heading-module_black__YD5fU heading-module_isCompact__XTYnB">End of Week 2</h3></div><p class="text-module_wrapper__Dg6SG text-module_black__Z8IoK text-module_sBreakpointSizexsmall__PTEOv text-module_sBreakpointAlignmentleft__NFsd7 text-module_isRegular__cAvX9">We summarize a general supervised learning framework and the linear regression with regularization covered in Week 2. </p></div></div></div></div></div></div></div></li></ul></div></div></li><li class="Timeline-item_rJlq5"><div class="Timeline-itemHeading_WAVhF"><h3 class="Timeline-heading_0Igrp">Week 3</h3></div><div class="Timeline-content_Bl0ON"><div class="TimelineCard-card_pAzZr"><div class="TimelineCard-wrapper_1r+Ug"><div class="align-module_wrapper__RpD0z align-module_sBreakpointDirectionvertical__d52I1 align-module_mBreakpointDirectionvertical__yOLkk align-module_lBreakpointDirectionhorizontal__IeGH3"><div class="align-module_itemsWrapper__VqrgE align-module_sBreakpointSpacing2__bp5w9 align-module_mBreakpointSpacing4__RKJJs align-module_sBreakpointAlignstart__nxfDA align-module_noWrap__mmz-8"><div class="align-module_item__YwH46"><div><div class="Title-wrapper_5eSVQ"><h3 class="heading-module_wrapper__WGbyu heading-module_sBreakpointAlignmentleft__teLQ4 heading-module_sBreakpointSizemedium__WZlYM heading-module_black__YD5fU heading-module_isCompact__XTYnB">Learning derivative pricing via Deep Neural Networks</h3></div></div></div></div></div></div></div></div><div class="Timeline-container_zLUEe Timeline-isOpen_QbkNs"><div><ul class="Timeline-sublist_aDQKQ"><li class="Timeline-item_rJlq5"><div class="Timeline-content_Bl0ON"><div class="TimelineCard-card_pAzZr"><div class="TimelineCard-wrapper_1r+Ug"><div class="align-module_wrapper__RpD0z align-module_sBreakpointDirectionvertical__d52I1 align-module_mBreakpointDirectionvertical__yOLkk align-module_lBreakpointDirectionhorizontal__IeGH3"><div class="align-module_itemsWrapper__VqrgE align-module_sBreakpointSpacing2__bp5w9 align-module_mBreakpointSpacing4__RKJJs align-module_sBreakpointAlignstart__nxfDA align-module_noWrap__mmz-8"><div class="align-module_item__YwH46"><div class="TimelineCard-image_Myro8"><noscript><img class="image-module_image__hvXRh" src="https://ugc.futurelearn.com/uploads/images/f5/c1/regular_f5c18bac-45a2-4a33-b8e9-7c10ebbaa797.png" alt=""/></noscript><img class="image-module_image__hvXRh" src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAASwAAADIBAMAAACg8cFmAAAAGFBMVEXt7e7KyszV1dfe3t/m5ufq6uvg4OHOztD3GVIkAAAAnklEQVR42u3OwQnCQBAAwENIASsWIFagpARtJCWID9v3c+d/QciezFQwDQAAAAAAAAAAAIAfWyJaQVpanVaGVoZWhlaGVobWHu7rUKq1xaA1ceu1Dq2OLc6tIC2tTitDK0MrQyvjv1vLY7hVah3iS2ve1vEyXFsZhzi1grS0Oq0MrQytDK0MrV28u2etVgxa87YAAAAAAAAAAAAApvYB2BwigkXIZZgAAAAASUVORK5CYII=" alt="" hidden=""/></div></div><div class="align-module_item__YwH46"><div><div class="Title-wrapper_5eSVQ"><h3 class="heading-module_wrapper__WGbyu heading-module_sBreakpointAlignmentleft__teLQ4 heading-module_sBreakpointSizemedium__WZlYM heading-module_black__YD5fU heading-module_isCompact__XTYnB">Introduction to Week 3</h3></div><p class="text-module_wrapper__Dg6SG text-module_black__Z8IoK text-module_sBreakpointSizexsmall__PTEOv text-module_sBreakpointAlignmentleft__NFsd7 text-module_isRegular__cAvX9">Learn about a brief introduction to deep neural networks and the underlying reason why they are powerful and universal models for data of different kinds. </p></div></div></div></div></div></div></div></li><li class="Timeline-item_rJlq5"><div class="Timeline-content_Bl0ON"><div class="TimelineCard-card_pAzZr"><div class="TimelineCard-wrapper_1r+Ug"><div class="align-module_wrapper__RpD0z align-module_sBreakpointDirectionvertical__d52I1 align-module_mBreakpointDirectionvertical__yOLkk align-module_lBreakpointDirectionhorizontal__IeGH3"><div class="align-module_itemsWrapper__VqrgE align-module_sBreakpointSpacing2__bp5w9 align-module_mBreakpointSpacing4__RKJJs align-module_sBreakpointAlignstart__nxfDA align-module_noWrap__mmz-8"><div class="align-module_item__YwH46"><div class="TimelineCard-image_Myro8"><noscript><img class="image-module_image__hvXRh" src="https://ugc.futurelearn.com/uploads/images/ef/35/regular_ef354156-4fda-42e9-816d-b62c1bf4c440.png" alt=""/></noscript><img class="image-module_image__hvXRh" src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAASwAAADIBAMAAACg8cFmAAAAGFBMVEXt7e7KyszV1dfe3t/m5ufq6uvg4OHOztD3GVIkAAAAnklEQVR42u3OwQnCQBAAwENIASsWIFagpARtJCWID9v3c+d/QciezFQwDQAAAAAAAAAAAIAfWyJaQVpanVaGVoZWhlaGVobWHu7rUKq1xaA1ceu1Dq2OLc6tIC2tTitDK0MrQyvjv1vLY7hVah3iS2ve1vEyXFsZhzi1grS0Oq0MrQytDK0MrV28u2etVgxa87YAAAAAAAAAAAAApvYB2BwigkXIZZgAAAAASUVORK5CYII=" alt="" hidden=""/></div></div><div class="align-module_item__YwH46"><div><div class="Title-wrapper_5eSVQ"><h3 class="heading-module_wrapper__WGbyu heading-module_sBreakpointAlignmentleft__teLQ4 heading-module_sBreakpointSizemedium__WZlYM heading-module_black__YD5fU heading-module_isCompact__XTYnB">Deep Neural Networks (DNNs)</h3></div><p class="text-module_wrapper__Dg6SG text-module_black__Z8IoK text-module_sBreakpointSizexsmall__PTEOv text-module_sBreakpointAlignmentleft__NFsd7 text-module_isRegular__cAvX9">You will learn the model architecture of artificial neural networks, including shallow neural networks and deep neural networks (DNNs). </p></div></div></div></div></div></div></div></li><li class="Timeline-item_rJlq5"><div class="Timeline-content_Bl0ON"><div class="TimelineCard-card_pAzZr"><div class="TimelineCard-wrapper_1r+Ug"><div class="align-module_wrapper__RpD0z align-module_sBreakpointDirectionvertical__d52I1 align-module_mBreakpointDirectionvertical__yOLkk align-module_lBreakpointDirectionhorizontal__IeGH3"><div class="align-module_itemsWrapper__VqrgE align-module_sBreakpointSpacing2__bp5w9 align-module_mBreakpointSpacing4__RKJJs align-module_sBreakpointAlignstart__nxfDA align-module_noWrap__mmz-8"><div class="align-module_item__YwH46"><div class="TimelineCard-image_Myro8"><noscript><img class="image-module_image__hvXRh" src="https://ugc.futurelearn.com/uploads/images/f3/ae/regular_f3aeb923-6370-47fe-9519-bddb1b860e24.png" alt=""/></noscript><img class="image-module_image__hvXRh" src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAASwAAADIBAMAAACg8cFmAAAAGFBMVEXt7e7KyszV1dfe3t/m5ufq6uvg4OHOztD3GVIkAAAAnklEQVR42u3OwQnCQBAAwENIASsWIFagpARtJCWID9v3c+d/QciezFQwDQAAAAAAAAAAAIAfWyJaQVpanVaGVoZWhlaGVobWHu7rUKq1xaA1ceu1Dq2OLc6tIC2tTitDK0MrQyvjv1vLY7hVah3iS2ve1vEyXFsZhzi1grS0Oq0MrQytDK0MrV28u2etVgxa87YAAAAAAAAAAAAApvYB2BwigkXIZZgAAAAASUVORK5CYII=" alt="" hidden=""/></div></div><div class="align-module_item__YwH46"><div><div class="Title-wrapper_5eSVQ"><h3 class="heading-module_wrapper__WGbyu heading-module_sBreakpointAlignmentleft__teLQ4 heading-module_sBreakpointSizemedium__WZlYM heading-module_black__YD5fU heading-module_isCompact__XTYnB">Training DNNs</h3></div><p class="text-module_wrapper__Dg6SG text-module_black__Z8IoK text-module_sBreakpointSizexsmall__PTEOv text-module_sBreakpointAlignmentleft__NFsd7 text-module_isRegular__cAvX9">Introduce the back-propagation algorithm for optimizing the model parameters of Deep Neural Networks.</p></div></div></div></div></div></div></div></li><li class="Timeline-item_rJlq5"><div class="Timeline-content_Bl0ON"><div class="TimelineCard-card_pAzZr"><div class="TimelineCard-wrapper_1r+Ug"><div class="align-module_wrapper__RpD0z align-module_sBreakpointDirectionvertical__d52I1 align-module_mBreakpointDirectionvertical__yOLkk align-module_lBreakpointDirectionhorizontal__IeGH3"><div class="align-module_itemsWrapper__VqrgE align-module_sBreakpointSpacing2__bp5w9 align-module_mBreakpointSpacing4__RKJJs align-module_sBreakpointAlignstart__nxfDA align-module_noWrap__mmz-8"><div class="align-module_item__YwH46"><div class="TimelineCard-image_Myro8"><noscript><img class="image-module_image__hvXRh" src="https://ugc.futurelearn.com/uploads/images/ef/c2/regular_efc2d74e-e82c-4aa9-9704-9fd0d769a51f.png" alt=""/></noscript><img class="image-module_image__hvXRh" src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAASwAAADIBAMAAACg8cFmAAAAGFBMVEXt7e7KyszV1dfe3t/m5ufq6uvg4OHOztD3GVIkAAAAnklEQVR42u3OwQnCQBAAwENIASsWIFagpARtJCWID9v3c+d/QciezFQwDQAAAAAAAAAAAIAfWyJaQVpanVaGVoZWhlaGVobWHu7rUKq1xaA1ceu1Dq2OLc6tIC2tTitDK0MrQyvjv1vLY7hVah3iS2ve1vEyXFsZhzi1grS0Oq0MrQytDK0MrV28u2etVgxa87YAAAAAAAAAAAAApvYB2BwigkXIZZgAAAAASUVORK5CYII=" alt="" hidden=""/></div></div><div class="align-module_item__YwH46"><div><div class="Title-wrapper_5eSVQ"><h3 class="heading-module_wrapper__WGbyu heading-module_sBreakpointAlignmentleft__teLQ4 heading-module_sBreakpointSizemedium__WZlYM heading-module_black__YD5fU heading-module_isCompact__XTYnB">Applications of DNNs to derivative pricing</h3></div><p class="text-module_wrapper__Dg6SG text-module_black__Z8IoK text-module_sBreakpointSizexsmall__PTEOv text-module_sBreakpointAlignmentleft__NFsd7 text-module_isRegular__cAvX9">Apply DNNs to learn the derivative pricing from data using Python.</p></div></div></div></div></div></div></div></li><li class="Timeline-item_rJlq5"><div class="Timeline-content_Bl0ON"><div class="TimelineCard-card_pAzZr"><div class="TimelineCard-wrapper_1r+Ug"><div class="align-module_wrapper__RpD0z align-module_sBreakpointDirectionvertical__d52I1 align-module_mBreakpointDirectionvertical__yOLkk align-module_lBreakpointDirectionhorizontal__IeGH3"><div class="align-module_itemsWrapper__VqrgE align-module_sBreakpointSpacing2__bp5w9 align-module_mBreakpointSpacing4__RKJJs align-module_sBreakpointAlignstart__nxfDA align-module_noWrap__mmz-8"><div class="align-module_item__YwH46"><div class="TimelineCard-image_Myro8"><noscript><img class="image-module_image__hvXRh" src="https://ugc.futurelearn.com/uploads/images/d8/d9/regular_d8d99e80-c0ea-4437-bd5f-a20797b2964b.png" alt=""/></noscript><img class="image-module_image__hvXRh" src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAASwAAADIBAMAAACg8cFmAAAAGFBMVEXt7e7KyszV1dfe3t/m5ufq6uvg4OHOztD3GVIkAAAAnklEQVR42u3OwQnCQBAAwENIASsWIFagpARtJCWID9v3c+d/QciezFQwDQAAAAAAAAAAAIAfWyJaQVpanVaGVoZWhlaGVobWHu7rUKq1xaA1ceu1Dq2OLc6tIC2tTitDK0MrQyvjv1vLY7hVah3iS2ve1vEyXFsZhzi1grS0Oq0MrQytDK0MrV28u2etVgxa87YAAAAAAAAAAAAApvYB2BwigkXIZZgAAAAASUVORK5CYII=" alt="" hidden=""/></div></div><div class="align-module_item__YwH46"><div><div class="Title-wrapper_5eSVQ"><h3 class="heading-module_wrapper__WGbyu heading-module_sBreakpointAlignmentleft__teLQ4 heading-module_sBreakpointSizemedium__WZlYM heading-module_black__YD5fU heading-module_isCompact__XTYnB">End of Week 3</h3></div><p class="text-module_wrapper__Dg6SG text-module_black__Z8IoK text-module_sBreakpointSizexsmall__PTEOv text-module_sBreakpointAlignmentleft__NFsd7 text-module_isRegular__cAvX9">Summarize the takeaway messages of DNNs.</p></div></div></div></div></div></div></div></li></ul></div></div></li><li class="Timeline-item_rJlq5"><div class="Timeline-itemHeading_WAVhF"><h3 class="Timeline-heading_0Igrp">Week 4</h3></div><div class="Timeline-content_Bl0ON"><div class="TimelineCard-card_pAzZr"><div class="TimelineCard-wrapper_1r+Ug"><div class="align-module_wrapper__RpD0z align-module_sBreakpointDirectionvertical__d52I1 align-module_mBreakpointDirectionvertical__yOLkk align-module_lBreakpointDirectionhorizontal__IeGH3"><div class="align-module_itemsWrapper__VqrgE align-module_sBreakpointSpacing2__bp5w9 align-module_mBreakpointSpacing4__RKJJs align-module_sBreakpointAlignstart__nxfDA align-module_noWrap__mmz-8"><div class="align-module_item__YwH46"><div><div class="Title-wrapper_5eSVQ"><h3 class="heading-module_wrapper__WGbyu heading-module_sBreakpointAlignmentleft__teLQ4 heading-module_sBreakpointSizemedium__WZlYM heading-module_black__YD5fU heading-module_isCompact__XTYnB">Limit order book prediction via Recurrent Neural Networks </h3></div></div></div></div></div></div></div></div><div class="Timeline-container_zLUEe Timeline-isOpen_QbkNs"><div><ul class="Timeline-sublist_aDQKQ"><li class="Timeline-item_rJlq5"><div class="Timeline-content_Bl0ON"><div class="TimelineCard-card_pAzZr"><div class="TimelineCard-wrapper_1r+Ug"><div class="align-module_wrapper__RpD0z align-module_sBreakpointDirectionvertical__d52I1 align-module_mBreakpointDirectionvertical__yOLkk align-module_lBreakpointDirectionhorizontal__IeGH3"><div class="align-module_itemsWrapper__VqrgE align-module_sBreakpointSpacing2__bp5w9 align-module_mBreakpointSpacing4__RKJJs align-module_sBreakpointAlignstart__nxfDA align-module_noWrap__mmz-8"><div class="align-module_item__YwH46"><div class="TimelineCard-image_Myro8"><noscript><img class="image-module_image__hvXRh" src="https://ugc.futurelearn.com/uploads/images/ea/b5/regular_eab5f452-c3d6-4187-b588-e3f7b59e7db2.png" alt=""/></noscript><img class="image-module_image__hvXRh" src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAASwAAADIBAMAAACg8cFmAAAAGFBMVEXt7e7KyszV1dfe3t/m5ufq6uvg4OHOztD3GVIkAAAAnklEQVR42u3OwQnCQBAAwENIASsWIFagpARtJCWID9v3c+d/QciezFQwDQAAAAAAAAAAAIAfWyJaQVpanVaGVoZWhlaGVobWHu7rUKq1xaA1ceu1Dq2OLc6tIC2tTitDK0MrQyvjv1vLY7hVah3iS2ve1vEyXFsZhzi1grS0Oq0MrQytDK0MrV28u2etVgxa87YAAAAAAAAAAAAApvYB2BwigkXIZZgAAAAASUVORK5CYII=" alt="" hidden=""/></div></div><div class="align-module_item__YwH46"><div><div class="Title-wrapper_5eSVQ"><h3 class="heading-module_wrapper__WGbyu heading-module_sBreakpointAlignmentleft__teLQ4 heading-module_sBreakpointSizemedium__WZlYM heading-module_black__YD5fU heading-module_isCompact__XTYnB">Introduction to Week 4</h3></div><p class="text-module_wrapper__Dg6SG text-module_black__Z8IoK text-module_sBreakpointSizexsmall__PTEOv text-module_sBreakpointAlignmentleft__NFsd7 text-module_isRegular__cAvX9">We provide a brief introduction to Recurrent Neural Networks (RNNs), highlighting their strength in modelling time series data.</p></div></div></div></div></div></div></div></li><li class="Timeline-item_rJlq5"><div class="Timeline-content_Bl0ON"><div class="TimelineCard-card_pAzZr"><div class="TimelineCard-wrapper_1r+Ug"><div class="align-module_wrapper__RpD0z align-module_sBreakpointDirectionvertical__d52I1 align-module_mBreakpointDirectionvertical__yOLkk align-module_lBreakpointDirectionhorizontal__IeGH3"><div class="align-module_itemsWrapper__VqrgE align-module_sBreakpointSpacing2__bp5w9 align-module_mBreakpointSpacing4__RKJJs align-module_sBreakpointAlignstart__nxfDA align-module_noWrap__mmz-8"><div class="align-module_item__YwH46"><div class="TimelineCard-image_Myro8"><noscript><img class="image-module_image__hvXRh" src="https://ugc.futurelearn.com/uploads/images/51/bf/regular_51bf8509-27d9-4c5b-afb3-209520b6c275.png" alt="RNN architecture"/></noscript><img class="image-module_image__hvXRh" src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAASwAAADIBAMAAACg8cFmAAAAGFBMVEXt7e7KyszV1dfe3t/m5ufq6uvg4OHOztD3GVIkAAAAnklEQVR42u3OwQnCQBAAwENIASsWIFagpARtJCWID9v3c+d/QciezFQwDQAAAAAAAAAAAIAfWyJaQVpanVaGVoZWhlaGVobWHu7rUKq1xaA1ceu1Dq2OLc6tIC2tTitDK0MrQyvjv1vLY7hVah3iS2ve1vEyXFsZhzi1grS0Oq0MrQytDK0MrV28u2etVgxa87YAAAAAAAAAAAAApvYB2BwigkXIZZgAAAAASUVORK5CYII=" alt="RNN architecture" hidden=""/></div></div><div class="align-module_item__YwH46"><div><div class="Title-wrapper_5eSVQ"><h3 class="heading-module_wrapper__WGbyu heading-module_sBreakpointAlignmentleft__teLQ4 heading-module_sBreakpointSizemedium__WZlYM heading-module_black__YD5fU heading-module_isCompact__XTYnB">Recurrent Neural Networks</h3></div><p class="text-module_wrapper__Dg6SG text-module_black__Z8IoK text-module_sBreakpointSizexsmall__PTEOv text-module_sBreakpointAlignmentleft__NFsd7 text-module_isRegular__cAvX9">Find out the mathematical formulation of Recurrent Neural Network (RNN) and how to train the RNN models. </p></div></div></div></div></div></div></div></li><li class="Timeline-item_rJlq5"><div class="Timeline-content_Bl0ON"><div class="TimelineCard-card_pAzZr"><div class="TimelineCard-wrapper_1r+Ug"><div class="align-module_wrapper__RpD0z align-module_sBreakpointDirectionvertical__d52I1 align-module_mBreakpointDirectionvertical__yOLkk align-module_lBreakpointDirectionhorizontal__IeGH3"><div class="align-module_itemsWrapper__VqrgE align-module_sBreakpointSpacing2__bp5w9 align-module_mBreakpointSpacing4__RKJJs align-module_sBreakpointAlignstart__nxfDA align-module_noWrap__mmz-8"><div class="align-module_item__YwH46"><div class="TimelineCard-image_Myro8"><noscript><img class="image-module_image__hvXRh" src="https://ugc.futurelearn.com/uploads/images/77/10/regular_77107334-9f33-469b-ae37-cbdc34c1c577.png" alt=""/></noscript><img class="image-module_image__hvXRh" src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAASwAAADIBAMAAACg8cFmAAAAGFBMVEXt7e7KyszV1dfe3t/m5ufq6uvg4OHOztD3GVIkAAAAnklEQVR42u3OwQnCQBAAwENIASsWIFagpARtJCWID9v3c+d/QciezFQwDQAAAAAAAAAAAIAfWyJaQVpanVaGVoZWhlaGVobWHu7rUKq1xaA1ceu1Dq2OLc6tIC2tTitDK0MrQyvjv1vLY7hVah3iS2ve1vEyXFsZhzi1grS0Oq0MrQytDK0MrV28u2etVgxa87YAAAAAAAAAAAAApvYB2BwigkXIZZgAAAAASUVORK5CYII=" alt="" hidden=""/></div></div><div class="align-module_item__YwH46"><div><div class="Title-wrapper_5eSVQ"><h3 class="heading-module_wrapper__WGbyu heading-module_sBreakpointAlignmentleft__teLQ4 heading-module_sBreakpointSizemedium__WZlYM heading-module_black__YD5fU heading-module_isCompact__XTYnB">Limit order book prediction</h3></div><p class="text-module_wrapper__Dg6SG text-module_black__Z8IoK text-module_sBreakpointSizexsmall__PTEOv text-module_sBreakpointAlignmentleft__NFsd7 text-module_isRegular__cAvX9">We showcase how to apply RNN-based models for the tasks of limit order book prediction. </p></div></div></div></div></div></div></div></li><li class="Timeline-item_rJlq5"><div class="Timeline-content_Bl0ON"><div class="TimelineCard-card_pAzZr"><div class="TimelineCard-wrapper_1r+Ug"><div class="align-module_wrapper__RpD0z align-module_sBreakpointDirectionvertical__d52I1 align-module_mBreakpointDirectionvertical__yOLkk align-module_lBreakpointDirectionhorizontal__IeGH3"><div class="align-module_itemsWrapper__VqrgE align-module_sBreakpointSpacing2__bp5w9 align-module_mBreakpointSpacing4__RKJJs align-module_sBreakpointAlignstart__nxfDA align-module_noWrap__mmz-8"><div class="align-module_item__YwH46"><div class="TimelineCard-image_Myro8"><noscript><img class="image-module_image__hvXRh" src="https://ugc.futurelearn.com/uploads/images/fc/5c/regular_fc5c7b58-6d5d-40a4-97f2-ffc310bf4417.png" alt=""/></noscript><img class="image-module_image__hvXRh" src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAASwAAADIBAMAAACg8cFmAAAAGFBMVEXt7e7KyszV1dfe3t/m5ufq6uvg4OHOztD3GVIkAAAAnklEQVR42u3OwQnCQBAAwENIASsWIFagpARtJCWID9v3c+d/QciezFQwDQAAAAAAAAAAAIAfWyJaQVpanVaGVoZWhlaGVobWHu7rUKq1xaA1ceu1Dq2OLc6tIC2tTitDK0MrQyvjv1vLY7hVah3iS2ve1vEyXFsZhzi1grS0Oq0MrQytDK0MrV28u2etVgxa87YAAAAAAAAAAAAApvYB2BwigkXIZZgAAAAASUVORK5CYII=" alt="" hidden=""/></div></div><div class="align-module_item__YwH46"><div><div class="Title-wrapper_5eSVQ"><h3 class="heading-module_wrapper__WGbyu heading-module_sBreakpointAlignmentleft__teLQ4 heading-module_sBreakpointSizemedium__WZlYM heading-module_black__YD5fU heading-module_isCompact__XTYnB">End and next step</h3></div><p class="text-module_wrapper__Dg6SG text-module_black__Z8IoK text-module_sBreakpointSizexsmall__PTEOv text-module_sBreakpointAlignmentleft__NFsd7 text-module_isRegular__cAvX9">We give a wrap-up of the course. This is the end activity of the course. After passing the final test, you will earn a Certificate of Achievement on this course. </p></div></div></div></div></div></div></div></li></ul></div></div></li><li class="Timeline-item_rJlq5"></li></ul></div></div></section><div class="sectionContainer-module_wrapper__mWOJ-" id="section-dates"><div class="index-module_wrapper__2qz1X"><div class="spacer-module_default__LTC4S spacer-module_top-7__EpcOY spacer-module_bottom-6__Oya6j"><h2 class="heading-module_wrapper__WGbyu heading-module_sBreakpointAlignmentleft__teLQ4 heading-module_sBreakpointSizexlarge__76J8a heading-module_black__YD5fU heading-module_isRegular__zTAaG">When would you like to start?</h2></div><div class="spacer-module_default__LTC4S spacer-module_bottom-5__1H7Np"><p class="text-module_wrapper__Dg6SG text-module_black__Z8IoK text-module_sBreakpointSizemedium__Biiv7 text-module_sBreakpointAlignmentleft__NFsd7 text-module_isRegular__cAvX9">Start straight away and join a global classroom of learners. If the course hasn’t started yet you’ll see the future date listed below.</p></div><ul class="ShelvedTable-shelvedTable_3UXkg"><li class="shelf-shelf_oy3az shelf-highlighted_LDvyA shelf-highlightable_YH09L"><div class="align-module_wrapper__RpD0z align-module_sBreakpointDirectionvertical__d52I1 align-module_mBreakpointDirectionhorizontal__XGziK"><div class="align-module_itemsWrapper__VqrgE align-module_sBreakpointSpacing3__h2i8Q align-module_sBreakpointAlignspaceBetween__VUMvv align-module_sBreakpointAlignItemsstretch__YXmMT align-module_mBreakpointAlignItemscenter__0jkGH align-module_noWrap__mmz-8"><div class="align-module_item__YwH46"><div class="align-module_wrapper__RpD0z align-module_sBreakpointDirectionhorizontal__aCYX5"><div class="align-module_itemsWrapper__VqrgE align-module_sBreakpointSpacing1__yKW8k align-module_sBreakpointAlignstart__nxfDA align-module_sBreakpointAlignItemscenter__4PYav align-module_noWrap__mmz-8"><div class="align-module_item__YwH46"><div class="shelf-icon_EHXpF"><svg xmlns="http://www.w3.org/2000/svg" class="Icon-module_icon__TpU4-" height="32" viewBox="0 0 32 32" width="32" aria-hidden="false"><path d="M31 8V2.98h-6V0h-2.07v2.98H9V0H6.93v2.98H1V31h30V13h-2v16H3V4.98h3.93V8H9V4.98h13.93V8H25V4.98h4V8h2z"></path><path d="M22 14.97h3v3h-3zm0 7h3v3h-3zm-15-7h3v3H7zm0 7h3v3H7zm7.5-7h3v3h-3zm0 7h3v3h-3z"></path></svg></div></div><div class="align-module_item__YwH46"><div class="align-module_wrapper__RpD0z align-module_sBreakpointDirectionvertical__d52I1"><div class="align-module_itemsWrapper__VqrgE align-module_sBreakpointSpacing1__yKW8k align-module_sBreakpointAlignstart__nxfDA align-module_noWrap__mmz-8"><div class="align-module_item__YwH46"><p class="text-module_wrapper__Dg6SG text-module_black__Z8IoK text-module_sBreakpointSizesmall__6hBFg text-module_sBreakpointAlignmentleft__NFsd7 text-module_isBold__P1yAk text-module_isRegular__cAvX9"><span>Available now</span></p></div></div></div></div></div></div></div><div class="align-module_item__YwH46"><div><a class="index-module_anchor__-PAF8" href="/purchases/new?product_code=paid-for-course.an-introduction-to-machine-learning-in-quantitative-finance.1" role="button"><span class="index-module_button__5KGpS index-module_primary__qm3yv index-module_medium__llK21 index-module_pink__5oqe5 index-module_sBreakpointFullWidthtrue__cF8-5 index-module_mBreakpointFullWidthfalse__e2oOb"><span class="index-module_content__pkuA-">Join - $449</span></span></a></div></div></div></div></li></ul></div></div><div class="spacer-module_default__LTC4S spacer-module_top-7__EpcOY"><div class="sectionContainer-module_wrapper__mWOJ-" id="section-facilitation"><div class="index-module_wrapper__2qz1X"><div class="spacer-module_default__LTC4S spacer-module_vertical-5__YhQNP"><h2 class="heading-module_wrapper__WGbyu heading-module_sBreakpointAlignmentleft__teLQ4 heading-module_sBreakpointSizexlarge__76J8a heading-module_black__YD5fU heading-module_isRegular__zTAaG">Learning on this course</h2></div><div class="align-module_wrapper__RpD0z align-module_sBreakpointDirectionhorizontal__aCYX5"><div class="align-module_itemsWrapper__VqrgE align-module_sBreakpointSpacing5__77RIa align-module_sBreakpointAlignstart__nxfDA align-module_wrap__miO4O"><div class="align-module_item__YwH46"><p class="text-module_wrapper__Dg6SG text-module_black__Z8IoK text-module_sBreakpointSizemedium__Biiv7 text-module_sBreakpointAlignmentleft__NFsd7 text-module_isRegular__cAvX9">On every step of the course you can meet other learners, share your ideas and join in with active discussions in the comments.</p></div></div></div></div></div></div><div class="sectionContainer-module_wrapper__mWOJ-"><div class="index-module_wrapper__2qz1X"><div class="spacer-module_default__LTC4S spacer-module_top-7__EpcOY"><h2 class="heading-module_wrapper__WGbyu heading-module_sBreakpointAlignmentleft__teLQ4 heading-module_sBreakpointSizexlarge__76J8a heading-module_black__YD5fU heading-module_isRegular__zTAaG">What will you achieve?</h2><div class="spacer-module_default__LTC4S spacer-module_top-4__XYxLX"><p class="text-module_wrapper__Dg6SG text-module_black__Z8IoK text-module_sBreakpointSizemedium__Biiv7 text-module_sBreakpointAlignmentleft__NFsd7 text-module_isRegular__cAvX9">By the end of the course, you‘ll be able to...</p><ul class="Grid-module_grid__c8F99" style="--align-items:stretch;--column-count-small:1;--grid-gap-small:var(--size-space-4)"><li class="listItemWithIcon-module_wrapper__3rRoW listItemWithIcon-module_medium__L6muR"><div class="listItemWithIcon-module_icon__9WsmM"><svg xmlns="http://www.w3.org/2000/svg" class="Icon-module_icon__TpU4- Icon-module_sBreakpointSizemedium__vy14L" viewBox="0 0 32 32" aria-hidden="true"><path d="M10.24 26.48l-7.3-7.3 2.22-2.21 5.25 5.24L27.02 5.69l2 2-18.78 18.79z"></path></svg></div><div class="listItemWithIcon-module_text__TyyZd">Describe a high-level picture of machine learning techniques in quantitative finance. </div></li><li class="listItemWithIcon-module_wrapper__3rRoW listItemWithIcon-module_medium__L6muR"><div class="listItemWithIcon-module_icon__9WsmM"><svg xmlns="http://www.w3.org/2000/svg" class="Icon-module_icon__TpU4- Icon-module_sBreakpointSizemedium__vy14L" viewBox="0 0 32 32" aria-hidden="true"><path d="M10.24 26.48l-7.3-7.3 2.22-2.21 5.25 5.24L27.02 5.69l2 2-18.78 18.79z"></path></svg></div><div class="listItemWithIcon-module_text__TyyZd">Identify the main categories of machine learning tasks, i.e. supervised learning, unsupervised learning and reinforcement learning.</div></li><li class="listItemWithIcon-module_wrapper__3rRoW listItemWithIcon-module_medium__L6muR"><div class="listItemWithIcon-module_icon__9WsmM"><svg xmlns="http://www.w3.org/2000/svg" class="Icon-module_icon__TpU4- Icon-module_sBreakpointSizemedium__vy14L" viewBox="0 0 32 32" aria-hidden="true"><path d="M10.24 26.48l-7.3-7.3 2.22-2.21 5.25 5.24L27.02 5.69l2 2-18.78 18.79z"></path></svg></div><div class="listItemWithIcon-module_text__TyyZd">Apply a general framework of supervised learning to acquire new supervised learning algorithms in a systematic manner.</div></li><li class="listItemWithIcon-module_wrapper__3rRoW listItemWithIcon-module_medium__L6muR"><div class="listItemWithIcon-module_icon__9WsmM"><svg xmlns="http://www.w3.org/2000/svg" class="Icon-module_icon__TpU4- Icon-module_sBreakpointSizemedium__vy14L" viewBox="0 0 32 32" aria-hidden="true"><path d="M10.24 26.48l-7.3-7.3 2.22-2.21 5.25 5.24L27.02 5.69l2 2-18.78 18.79z"></path></svg></div><div class="listItemWithIcon-module_text__TyyZd">Describe the mathematics foundation of linear regression with/without regularization and neural networks.</div></li><li class="listItemWithIcon-module_wrapper__3rRoW listItemWithIcon-module_medium__L6muR"><div class="listItemWithIcon-module_icon__9WsmM"><svg xmlns="http://www.w3.org/2000/svg" class="Icon-module_icon__TpU4- Icon-module_sBreakpointSizemedium__vy14L" viewBox="0 0 32 32" aria-hidden="true"><path d="M10.24 26.48l-7.3-7.3 2.22-2.21 5.25 5.24L27.02 5.69l2 2-18.78 18.79z"></path></svg></div><div class="listItemWithIcon-module_text__TyyZd">Apply linear regression and neural networks models to solve real-world financial data problems.</div></li></ul></div></div></div></div><div class="spacer-module_default__LTC4S spacer-module_vertical-7__oA0VO"><section class="sectionContainer-module_wrapper__mWOJ-" id="section-requirements"><div class="index-module_wrapper__2qz1X"><h2 class="heading-module_wrapper__WGbyu heading-module_sBreakpointAlignmentleft__teLQ4 heading-module_sBreakpointSizexlarge__76J8a heading-module_black__YD5fU heading-module_isRegular__zTAaG">Who is the course for?</h2><div><p>This course is designed for anyone interested in machine learning and quantitative finance with a basic background in probability and Python programming.</p> <p>It will be of particular interest to final-year undergraduate students or MSc students in financial mathematics or related subjects, pursuing a career in quantitative finance or data science.</p> <p>It will also be suited to practitioners in quantitative finance.</p> </div></div></section><div class="spacer-module_default__LTC4S spacer-module_vertical-7__oA0VO"><section class="sectionContainer-module_wrapper__mWOJ-"><div class="index-module_wrapper__2qz1X"><h2 class="heading-module_wrapper__WGbyu heading-module_sBreakpointAlignmentleft__teLQ4 heading-module_sBreakpointSizexlarge__76J8a heading-module_black__YD5fU heading-module_isRegular__zTAaG">What software or tools do you need?</h2><div><p>Python</p> </div></div></section></div></div><section class="sectionContainer-module_wrapper__mWOJ-" id="section-educators"><div class="spacer-module_default__LTC4S spacer-module_top-7__EpcOY spacer-module_bottom-7__X6JQO"><div class="index-module_wrapper__2qz1X"><h2 class="heading-module_wrapper__WGbyu heading-module_sBreakpointAlignmentleft__teLQ4 heading-module_sBreakpointSizexlarge__76J8a heading-module_black__YD5fU heading-module_isRegular__zTAaG">Who will you learn with?</h2></div></div><div class="spacer-module_default__LTC4S spacer-module_top-7__EpcOY spacer-module_bottom-7__X6JQO"><div class="index-module_wrapper__2qz1X"><div class="educators-wrapper_VX397"><div class="educators-column_-9S6Y"><div class="mediaElement-wrapper_AE2Pr mediaElement-isEducatorGrid_8-QdV"><div class="mediaElement-image_c+2JP"><a class="index-module_anchor__-PAF8" href="/profiles/16141924" rel="nofollow"><span class="index-module_link__TheKe index-module_left__8oUV6 index-module_small__HOsZF"><div class="avatar-module_wrapper__IOU8l avatar-module_extraExtraLarge__2M8Oi avatar-module_bubble__bkEgZ"><noscript><img class="image-module_image__hvXRh" src="https://ugc.futurelearn.com/uploads/images/b8/4f/profile_image_b84f8475-953b-4fd1-abb5-fc9e994a2f5e.JPG" alt="Hao Ni"/></noscript><img class="image-module_image__hvXRh" src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAASwAAADIBAMAAACg8cFmAAAAGFBMVEXt7e7KyszV1dfe3t/m5ufq6uvg4OHOztD3GVIkAAAAnklEQVR42u3OwQnCQBAAwENIASsWIFagpARtJCWID9v3c+d/QciezFQwDQAAAAAAAAAAAIAfWyJaQVpanVaGVoZWhlaGVobWHu7rUKq1xaA1ceu1Dq2OLc6tIC2tTitDK0MrQyvjv1vLY7hVah3iS2ve1vEyXFsZhzi1grS0Oq0MrQytDK0MrV28u2etVgxa87YAAAAAAAAAAAAApvYB2BwigkXIZZgAAAAASUVORK5CYII=" alt="Hao Ni" hidden=""/></div></span></a></div><div class="mediaElement-body_FDte2"><div class="align-module_wrapper__RpD0z align-module_sBreakpointDirectionhorizontal__aCYX5"><div class="align-module_itemsWrapper__VqrgE align-module_sBreakpointSpacing5__77RIa align-module_sBreakpointAlignstart__nxfDA align-module_noWrap__mmz-8"><div class="align-module_item__YwH46"><h3 class="heading-module_wrapper__WGbyu heading-module_sBreakpointAlignmentleft__teLQ4 heading-module_sBreakpointSizesmall__lM56M heading-module_black__YD5fU heading-module_isRegular__zTAaG"><a class="index-module_anchor__-PAF8" href="/profiles/16141924" rel="nofollow"><span class="index-module_link__TheKe index-module_left__8oUV6 index-module_medium__OAVR7 index-module_isSecondary__-I1Rh">Hao Ni</span></a></h3></div></div></div><div class="educators-shortDescription_qvIAh"><p>Hao Ni is a Professor of Mathematics at University College London. </p></div></div></div></div><div class="educators-column_-9S6Y"><div class="mediaElement-wrapper_AE2Pr mediaElement-isEducatorGrid_8-QdV"><div class="mediaElement-image_c+2JP"><a class="index-module_anchor__-PAF8" href="/profiles/19316118" rel="nofollow"><span class="index-module_link__TheKe index-module_left__8oUV6 index-module_small__HOsZF"><div class="avatar-module_wrapper__IOU8l avatar-module_extraExtraLarge__2M8Oi avatar-module_bubble__bkEgZ"><noscript><img class="image-module_image__hvXRh" src="https://ugc.futurelearn.com/uploads/images/b9/e8/profile_image_b9e8e366-5fd4-40b1-af17-b193fd4a5868.jpeg" alt="Camilo Garcia Trillos"/></noscript><img class="image-module_image__hvXRh" src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAASwAAADIBAMAAACg8cFmAAAAGFBMVEXt7e7KyszV1dfe3t/m5ufq6uvg4OHOztD3GVIkAAAAnklEQVR42u3OwQnCQBAAwENIASsWIFagpARtJCWID9v3c+d/QciezFQwDQAAAAAAAAAAAIAfWyJaQVpanVaGVoZWhlaGVobWHu7rUKq1xaA1ceu1Dq2OLc6tIC2tTitDK0MrQyvjv1vLY7hVah3iS2ve1vEyXFsZhzi1grS0Oq0MrQytDK0MrV28u2etVgxa87YAAAAAAAAAAAAApvYB2BwigkXIZZgAAAAASUVORK5CYII=" alt="Camilo Garcia Trillos" hidden=""/></div></span></a></div><div class="mediaElement-body_FDte2"><div class="align-module_wrapper__RpD0z align-module_sBreakpointDirectionhorizontal__aCYX5"><div class="align-module_itemsWrapper__VqrgE align-module_sBreakpointSpacing5__77RIa align-module_sBreakpointAlignstart__nxfDA align-module_noWrap__mmz-8"><div class="align-module_item__YwH46"><h3 class="heading-module_wrapper__WGbyu heading-module_sBreakpointAlignmentleft__teLQ4 heading-module_sBreakpointSizesmall__lM56M heading-module_black__YD5fU heading-module_isRegular__zTAaG"><a class="index-module_anchor__-PAF8" href="/profiles/19316118" rel="nofollow"><span class="index-module_link__TheKe index-module_left__8oUV6 index-module_medium__OAVR7 index-module_isSecondary__-I1Rh">Camilo Garcia Trillos</span></a></h3></div></div></div><div class="educators-shortDescription_qvIAh"><p>I am currently Lecturer at the Department of Mathematics at UCL . I am Fellow of the Higher Education Academy since 2018.</p> <p>For more visit camilogarciatrillos.com</p></div></div></div></div><div class="educators-column_-9S6Y"><div class="mediaElement-wrapper_AE2Pr mediaElement-isEducatorGrid_8-QdV"><div class="mediaElement-image_c+2JP"><a class="index-module_anchor__-PAF8" href="/profiles/19437034" rel="nofollow"><span class="index-module_link__TheKe index-module_left__8oUV6 index-module_small__HOsZF"><div class="avatar-module_wrapper__IOU8l avatar-module_extraExtraLarge__2M8Oi avatar-module_bubble__bkEgZ"><noscript><img class="image-module_image__hvXRh" src="https://ugc.futurelearn.com/uploads/images/ef/95/profile_image_ef9574a5-a79a-4875-ae16-635f52afe465.JPG" alt="Alex Tse"/></noscript><img class="image-module_image__hvXRh" src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAASwAAADIBAMAAACg8cFmAAAAGFBMVEXt7e7KyszV1dfe3t/m5ufq6uvg4OHOztD3GVIkAAAAnklEQVR42u3OwQnCQBAAwENIASsWIFagpARtJCWID9v3c+d/QciezFQwDQAAAAAAAAAAAIAfWyJaQVpanVaGVoZWhlaGVobWHu7rUKq1xaA1ceu1Dq2OLc6tIC2tTitDK0MrQyvjv1vLY7hVah3iS2ve1vEyXFsZhzi1grS0Oq0MrQytDK0MrV28u2etVgxa87YAAAAAAAAAAAAApvYB2BwigkXIZZgAAAAASUVORK5CYII=" alt="Alex Tse" hidden=""/></div></span></a></div><div class="mediaElement-body_FDte2"><div class="align-module_wrapper__RpD0z align-module_sBreakpointDirectionhorizontal__aCYX5"><div class="align-module_itemsWrapper__VqrgE align-module_sBreakpointSpacing5__77RIa align-module_sBreakpointAlignstart__nxfDA align-module_noWrap__mmz-8"><div class="align-module_item__YwH46"><h3 class="heading-module_wrapper__WGbyu heading-module_sBreakpointAlignmentleft__teLQ4 heading-module_sBreakpointSizesmall__lM56M heading-module_black__YD5fU heading-module_isRegular__zTAaG"><a class="index-module_anchor__-PAF8" href="/profiles/19437034" rel="nofollow"><span class="index-module_link__TheKe index-module_left__8oUV6 index-module_medium__OAVR7 index-module_isSecondary__-I1Rh">Alex Tse</span></a></h3></div></div></div><div class="educators-shortDescription_qvIAh"><p>Alex Tse is a lecturer at the Financial Mathematics group of University College London.</p></div></div></div></div><div class="educators-column_-9S6Y"><div class="mediaElement-wrapper_AE2Pr mediaElement-isEducatorGrid_8-QdV"><div class="mediaElement-image_c+2JP"><a class="index-module_anchor__-PAF8" href="/profiles/18725143" rel="nofollow"><span class="index-module_link__TheKe index-module_left__8oUV6 index-module_small__HOsZF"><div class="avatar-module_wrapper__IOU8l avatar-module_extraExtraLarge__2M8Oi avatar-module_bubble__bkEgZ"><noscript><img class="image-module_image__hvXRh" src="https://ugc.futurelearn.com/uploads/images/32/9d/profile_image_329d10cb-257c-4d2b-85af-ae96e138dbc9.jpg" alt="Weiguan Wang"/></noscript><img class="image-module_image__hvXRh" src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAASwAAADIBAMAAACg8cFmAAAAGFBMVEXt7e7KyszV1dfe3t/m5ufq6uvg4OHOztD3GVIkAAAAnklEQVR42u3OwQnCQBAAwENIASsWIFagpARtJCWID9v3c+d/QciezFQwDQAAAAAAAAAAAIAfWyJaQVpanVaGVoZWhlaGVobWHu7rUKq1xaA1ceu1Dq2OLc6tIC2tTitDK0MrQyvjv1vLY7hVah3iS2ve1vEyXFsZhzi1grS0Oq0MrQytDK0MrV28u2etVgxa87YAAAAAAAAAAAAApvYB2BwigkXIZZgAAAAASUVORK5CYII=" alt="Weiguan Wang" hidden=""/></div></span></a></div><div class="mediaElement-body_FDte2"><div class="align-module_wrapper__RpD0z align-module_sBreakpointDirectionhorizontal__aCYX5"><div class="align-module_itemsWrapper__VqrgE align-module_sBreakpointSpacing5__77RIa align-module_sBreakpointAlignstart__nxfDA align-module_noWrap__mmz-8"><div class="align-module_item__YwH46"><h3 class="heading-module_wrapper__WGbyu heading-module_sBreakpointAlignmentleft__teLQ4 heading-module_sBreakpointSizesmall__lM56M heading-module_black__YD5fU heading-module_isRegular__zTAaG"><a class="index-module_anchor__-PAF8" href="/profiles/18725143" rel="nofollow"><span class="index-module_link__TheKe index-module_left__8oUV6 index-module_medium__OAVR7 index-module_isSecondary__-I1Rh">Weiguan Wang</span></a></h3></div></div></div><div class="educators-shortDescription_qvIAh"><p>Weiguan is a lecturer in Finance at Shanghai University. He obtained a Ph.D. in Mathematics from the London School of Economics. </p></div></div></div></div></div></div></div></section><div class="partners-partners_IJRnn"><section class="sectionContainer-module_wrapper__mWOJ- sectionContainer-module_hasOverflow__jjpc7" id="section-creators"><div class="spacer-module_default__LTC4S spacer-module_vertical-8__LYjx5"><h2 class="heading-module_wrapper__WGbyu heading-module_sBreakpointAlignmentleft__teLQ4 heading-module_mBreakpointAlignmentcenter__cEYTd heading-module_sBreakpointSizexlarge__76J8a heading-module_black__YD5fU heading-module_isRegular__zTAaG">Who developed the course?</h2><div class="index-module_wrapper__2qz1X index-module_isMega__lhg81"><div class="spotlight-wrapper_wkcs+ spotlight-isTransparent_ocCz4 spotlight-isLogo_Kc9MR"><div class="spotlight-imageWrapper_iwywx"><a href="/partners/ucl"><div class="spotlight-image_sdeW+"><noscript><img class="image-module_image__hvXRh" src="https://ugc.futurelearn.com/uploads/images/9b/80/9b808d51-57ce-478a-8e2b-1f0c7e777050.svg" alt="UCL logo"/></noscript><img class="image-module_image__hvXRh" src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAASwAAADIBAMAAACg8cFmAAAAGFBMVEXt7e7KyszV1dfe3t/m5ufq6uvg4OHOztD3GVIkAAAAnklEQVR42u3OwQnCQBAAwENIASsWIFagpARtJCWID9v3c+d/QciezFQwDQAAAAAAAAAAAIAfWyJaQVpanVaGVoZWhlaGVobWHu7rUKq1xaA1ceu1Dq2OLc6tIC2tTitDK0MrQyvjv1vLY7hVah3iS2ve1vEyXFsZhzi1grS0Oq0MrQytDK0MrV28u2etVgxa87YAAAAAAAAAAAAApvYB2BwigkXIZZgAAAAASUVORK5CYII=" alt="UCL logo" hidden=""/></div></a></div><div class="spotlight-content_65vyM"><div class="spacer-module_default__LTC4S spacer-module_bottom-3__cgLoD"><h2 class="heading-module_wrapper__WGbyu heading-module_sBreakpointAlignmentleft__teLQ4 heading-module_sBreakpointSizelarge__KvMwg heading-module_black__YD5fU heading-module_isRegular__zTAaG">UCL (University College London)</h2></div><div data-testid="dangerously-set"><p>UCL was founded in 1826. It was the first English university established after Oxford and Cambridge, and the first to open up university education to those previously excluded from it.</p> </div></div></div></div></div></section></div></div></div><div id="sticky-banner-end"></div><div id="sticky-submenu-end"></div><section class="sectionContainer-module_wrapper__mWOJ- sectionContainer-module_unlimited__XZkK7 sectionContainer-module_hasOverflow__jjpc7" id="section-featurebox"><div class="index-module_wrapper__2qz1X index-module_isMega__lhg81"><div class="spacer-module_default__LTC4S spacer-module_bottom-7__X6JQO"><div class="spacer-module_default__LTC4S spacer-module_top-7__EpcOY spacer-module_bottom-4__PBRr2"><h2 class="heading-module_wrapper__WGbyu heading-module_sBreakpointAlignmentcenter__GmroZ heading-module_sBreakpointSizexlarge__76J8a heading-module_black__YD5fU heading-module_isRegular__zTAaG">What's included?</h2></div><div class="comparison-wrapper_hAOy1 comparison-isFullWidth_99U8a"><div class="comparison-block_gMvmo comparison-isFullWidth_99U8a"><div class="comparison-content_VrnBs"><div class="spacer-module_default__LTC4S spacer-module_top-4__XYxLX spacer-module_bottom-5__1H7Np spacer-module_left-4__aewgK spacer-module_right-4__KWCi7"><p class="text-module_wrapper__Dg6SG text-module_black__Z8IoK text-module_sBreakpointSizesmall__6hBFg text-module_sBreakpointAlignmentleft__NFsd7 text-module_isRegular__cAvX9">This is a premium course. These courses are designed for professionals from specific industries looking to learn with a smaller group of like-minded individuals.</p></div><div class="spacer-module_default__LTC4S spacer-module_all-4__fqukg"><ul class="list-module_list__GCpaz list-module_list-vertical-spacing-0__c8XlH"><li class="listItemWithIcon-module_wrapper__3rRoW listItemWithIcon-module_small__smzx8"><div class="listItemWithIcon-module_icon__9WsmM"><svg xmlns="http://www.w3.org/2000/svg" class="Icon-module_icon__TpU4- Icon-module_sBreakpointSizesmall__jkrH1" viewBox="0 0 32 32" aria-hidden="true"><path d="M10.24 26.48l-7.3-7.3 2.22-2.21 5.25 5.24L27.02 5.69l2 2-18.78 18.79z"></path></svg></div><div class="listItemWithIcon-module_text__TyyZd">Unlimited access to this course</div></li><li class="listItemWithIcon-module_wrapper__3rRoW listItemWithIcon-module_small__smzx8"><div class="listItemWithIcon-module_icon__9WsmM"><svg xmlns="http://www.w3.org/2000/svg" class="Icon-module_icon__TpU4- Icon-module_sBreakpointSizesmall__jkrH1" viewBox="0 0 32 32" aria-hidden="true"><path d="M10.24 26.48l-7.3-7.3 2.22-2.21 5.25 5.24L27.02 5.69l2 2-18.78 18.79z"></path></svg></div><div class="listItemWithIcon-module_text__TyyZd">Includes any articles, videos, peer reviews and quizzes</div></li><li class="listItemWithIcon-module_wrapper__3rRoW listItemWithIcon-module_small__smzx8"><div class="listItemWithIcon-module_icon__9WsmM"><svg xmlns="http://www.w3.org/2000/svg" class="Icon-module_icon__TpU4- Icon-module_sBreakpointSizesmall__jkrH1" viewBox="0 0 32 32" aria-hidden="true"><path d="M10.24 26.48l-7.3-7.3 2.22-2.21 5.25 5.24L27.02 5.69l2 2-18.78 18.79z"></path></svg></div><div class="listItemWithIcon-module_text__TyyZd">Tests to validate your learning</div></li><li class="listItemWithIcon-module_wrapper__3rRoW listItemWithIcon-module_small__smzx8"><div class="listItemWithIcon-module_icon__9WsmM"><svg xmlns="http://www.w3.org/2000/svg" class="Icon-module_icon__TpU4- Icon-module_sBreakpointSizesmall__jkrH1" viewBox="0 0 32 32" aria-hidden="true"><path d="M10.24 26.48l-7.3-7.3 2.22-2.21 5.25 5.24L27.02 5.69l2 2-18.78 18.79z"></path></svg></div><div class="listItemWithIcon-module_text__TyyZd">Certificate of Achievement to prove your success when you're eligible</div></li><li class="listItemWithIcon-module_wrapper__3rRoW listItemWithIcon-module_small__smzx8"><div class="listItemWithIcon-module_icon__9WsmM"><svg xmlns="http://www.w3.org/2000/svg" class="Icon-module_icon__TpU4- Icon-module_sBreakpointSizesmall__jkrH1" viewBox="0 0 32 32" aria-hidden="true"><path d="M10.24 26.48l-7.3-7.3 2.22-2.21 5.25 5.24L27.02 5.69l2 2-18.78 18.79z"></path></svg></div><div class="listItemWithIcon-module_text__TyyZd">Download and print your Certificate of Achievement anytime</div></li></ul></div></div><div class="comparison-options_-7nSU"><div class="align-module_wrapper__RpD0z align-module_sBreakpointDirectionhorizontal__aCYX5"><div class="align-module_itemsWrapper__VqrgE align-module_sBreakpointSpacing5__77RIa align-module_sBreakpointAligncenter__TzOdK align-module_noWrap__mmz-8"><div class="align-module_item__YwH46"><a class="index-module_anchor__-PAF8" href="/purchases/new?product_code=paid-for-course.an-introduction-to-machine-learning-in-quantitative-finance.1" role="button"><span class="index-module_button__5KGpS index-module_primary__qm3yv index-module_large__ZUA3I index-module_pink__5oqe5 index-module_sBreakpointFullWidthfalse__PQeoB"><span class="index-module_content__pkuA-">Join - $449</span></span></a></div></div></div></div><div class="courseDescriptionPageComparison-isHiddenSmall_d0GjR"><div class="spacer-module_default__LTC4S spacer-module_vertical-4__FghFL"><div class="align-module_wrapper__RpD0z align-module_sBreakpointDirectionhorizontal__aCYX5"><div class="align-module_itemsWrapper__VqrgE align-module_sBreakpointSpacing5__77RIa align-module_sBreakpointAligncenter__TzOdK align-module_noWrap__mmz-8"><div class="align-module_item__YwH46"><div> <p class="text-module_wrapper__Dg6SG text-module_black__Z8IoK text-module_sBreakpointSizesmall__6hBFg text-module_sBreakpointAlignmentleft__NFsd7 text-module_isRegular__cAvX9">Still want to know more? <a class="index-module_anchor__-PAF8" href="https://futurelearn.zendesk.com/hc/"><span class="index-module_link__TheKe index-module_left__8oUV6 index-module_small__HOsZF">Check out our FAQs</span></a></p></div></div></div></div></div></div></div></div></div></div></section><div id="sticky-banner-restart"></div><section class="sectionContainer-module_wrapper__mWOJ-" id="section-learning-on-futurelearn"><div class="spacer-module_default__LTC4S spacer-module_top-6__8-4AT spacer-module_bottom-6__Oya6j"><div class="index-module_wrapper__2qz1X index-module_isMega__lhg81"><div class="stack-module_wrapper__aPV9V"><div class="stack-module_item__6l6uZ stack-module_sBreakpointSpacing6__tEHQO stack-module_mBreakpointSpacing7__PruZn"><h2 class="heading-module_wrapper__WGbyu heading-module_sBreakpointAlignmentleft__teLQ4 heading-module_sBreakpointSizexlarge__76J8a heading-module_black__YD5fU heading-module_isRegular__zTAaG">Learning on FutureLearn</h2></div><div class="stack-module_item__6l6uZ stack-module_sBreakpointSpacing6__tEHQO stack-module_mBreakpointSpacing7__PruZn"><div class="Grid-module_grid__c8F99" style="--align-items:stretch;--column-count-small:1;--column-count-medium:3;--grid-gap-small:var(--size-space-6)"><div class="stack-module_wrapper__aPV9V"><div class="stack-module_item__6l6uZ stack-module_sBreakpointSpacing4__Jp8ci"><div class="align-module_wrapper__RpD0z align-module_sBreakpointDirectionhorizontal__aCYX5"><div class="align-module_itemsWrapper__VqrgE align-module_sBreakpointSpacing5__77RIa align-module_sBreakpointAlignstart__nxfDA align-module_noWrap__mmz-8"><div class="align-module_item__YwH46"><svg xmlns="http://www.w3.org/2000/svg" class="Icon-module_icon__TpU4- Icon-module_sBreakpointSizemedium__vy14L Icon-module_black__xZXy7" viewBox="0 0 32 32" aria-hidden="false"><path d="M28 8V4h-4V0H0v24h4v4h4v4h24V8zM2 2h20v20H2zm28 28H10v-2h18V17h-2v9H6v-2h18V6h2v6h2v-2h2z"></path></svg></div></div></div></div><div class="stack-module_item__6l6uZ stack-module_sBreakpointSpacing4__Jp8ci"><h3 class="heading-module_wrapper__WGbyu heading-module_sBreakpointAlignmentleft__teLQ4 heading-module_sBreakpointSizemedium__WZlYM heading-module_black__YD5fU heading-module_isRegular__zTAaG">Your learning, your rules</h3></div><div class="stack-module_item__6l6uZ stack-module_sBreakpointSpacing4__Jp8ci"><ul class="list-module_list__GCpaz list-module_list-vertical-spacing-2__TEX2a"><li class="listItemWithBullet-module_item__h8Hus listItemWithBullet-module_small__EP8Ms">Courses are split into weeks, activities, and steps to help you keep track of your learning</li><li class="listItemWithBullet-module_item__h8Hus listItemWithBullet-module_small__EP8Ms">Learn through a mix of bite-sized videos, long- and short-form articles, audio, and practical activities</li><li class="listItemWithBullet-module_item__h8Hus listItemWithBullet-module_small__EP8Ms">Stay motivated by using the Progress page to keep track of your step completion and assessment scores</li></ul></div></div><div class="stack-module_wrapper__aPV9V"><div class="stack-module_item__6l6uZ stack-module_sBreakpointSpacing4__Jp8ci"><div class="align-module_wrapper__RpD0z align-module_sBreakpointDirectionhorizontal__aCYX5"><div class="align-module_itemsWrapper__VqrgE align-module_sBreakpointSpacing5__77RIa align-module_sBreakpointAlignstart__nxfDA align-module_noWrap__mmz-8"><div class="align-module_item__YwH46"><svg xmlns="http://www.w3.org/2000/svg" class="Icon-module_icon__TpU4- Icon-module_sBreakpointSizemedium__vy14L Icon-module_black__xZXy7" height="32" viewBox="0 0 32 32" width="32" aria-hidden="false"><path d="M11 5.18A3.82 3.82 0 117.18 9 3.82 3.82 0 0111 5.18M11 3a6 6 0 106 6 6 6 0 00-6-6zm0 16a9 9 0 019 9h2a11 11 0 00-22 0h18v-2H2.23A9 9 0 0111 19zm13-7a2 2 0 11-2 2 2 2 0 012-2m0-2a4 4 0 104 4 4 4 0 00-4-4zm0 10a7.81 7.81 0 00-2.48.4 12.31 12.31 0 011.08 1.77A5.9 5.9 0 0124 22a6 6 0 015.65 4H24v2h8a8 8 0 00-8-8z"></path></svg></div></div></div></div><div class="stack-module_item__6l6uZ stack-module_sBreakpointSpacing4__Jp8ci"><h3 class="heading-module_wrapper__WGbyu heading-module_sBreakpointAlignmentleft__teLQ4 heading-module_sBreakpointSizemedium__WZlYM heading-module_black__YD5fU heading-module_isRegular__zTAaG">Join a global classroom</h3></div><div class="stack-module_item__6l6uZ stack-module_sBreakpointSpacing4__Jp8ci"><ul class="list-module_list__GCpaz list-module_list-vertical-spacing-2__TEX2a"><li class="listItemWithBullet-module_item__h8Hus listItemWithBullet-module_small__EP8Ms">Experience the power of social learning, and get inspired by an international network of learners</li><li class="listItemWithBullet-module_item__h8Hus listItemWithBullet-module_small__EP8Ms">Share ideas with your peers and course educators on every step of the course</li><li class="listItemWithBullet-module_item__h8Hus listItemWithBullet-module_small__EP8Ms">Join the conversation by reading, @ing, liking, bookmarking, and replying to comments from others</li></ul></div></div><div class="stack-module_wrapper__aPV9V"><div class="stack-module_item__6l6uZ stack-module_sBreakpointSpacing4__Jp8ci"><div class="align-module_wrapper__RpD0z align-module_sBreakpointDirectionhorizontal__aCYX5"><div class="align-module_itemsWrapper__VqrgE align-module_sBreakpointSpacing5__77RIa align-module_sBreakpointAlignstart__nxfDA align-module_noWrap__mmz-8"><div class="align-module_item__YwH46"><svg xmlns="http://www.w3.org/2000/svg" class="Icon-module_icon__TpU4- Icon-module_sBreakpointSizemedium__vy14L Icon-module_black__xZXy7" height="32" viewBox="0 0 32 32" width="32" aria-hidden="false"><path d="M27 11h-2a9 9 0 11-.63-3.29L26.24 7A11 11 0 108 18.53V32l8-5 8 5V18.53A11 11 0 0027 11zM16 24.64l-6 3.75v-8.18a11 11 0 0012 0v8.18z"></path><path d="M16 7a4 4 0 11-4 4 4 4 0 014-4m0-2a6 6 0 106 6 6 6 0 00-6-6z"></path></svg></div></div></div></div><div class="stack-module_item__6l6uZ stack-module_sBreakpointSpacing4__Jp8ci"><h3 class="heading-module_wrapper__WGbyu heading-module_sBreakpointAlignmentleft__teLQ4 heading-module_sBreakpointSizemedium__WZlYM heading-module_black__YD5fU heading-module_isRegular__zTAaG">Map your progress</h3></div><div class="stack-module_item__6l6uZ stack-module_sBreakpointSpacing4__Jp8ci"><ul class="list-module_list__GCpaz list-module_list-vertical-spacing-2__TEX2a"><li class="listItemWithBullet-module_item__h8Hus listItemWithBullet-module_small__EP8Ms">As you work through the course, use notifications and the Progress page to guide your learning</li><li class="listItemWithBullet-module_item__h8Hus listItemWithBullet-module_small__EP8Ms">Whenever you’re ready, mark each step as complete, you’re in control</li><li class="listItemWithBullet-module_item__h8Hus listItemWithBullet-module_small__EP8Ms">Complete 90% of course steps and all of the assessments to earn your certificate</li></ul></div></div></div></div><div class="stack-module_item__6l6uZ stack-module_sBreakpointSpacing6__tEHQO stack-module_mBreakpointSpacing7__PruZn"><p class="text-module_wrapper__Dg6SG text-module_black__Z8IoK text-module_sBreakpointSizesmall__6hBFg text-module_sBreakpointAlignmentleft__NFsd7 text-module_isRegular__cAvX9">Want to know more about learning on FutureLearn? <a class="index-module_anchor__-PAF8" href="/using-futurelearn"><span class="index-module_link__TheKe index-module_left__8oUV6 index-module_small__HOsZF">Using FutureLearn</span></a></p></div></div></div></div></section><div class="sectionContainer-module_wrapper__mWOJ-" id="course-highlights"><div class="index-module_wrapper__2qz1X index-module_isHall__djdom"><div class="spacer-module_default__LTC4S spacer-module_vertical-7__oA0VO"><div class="stack-module_wrapper__aPV9V"><div class="stack-module_item__6l6uZ stack-module_sBreakpointSpacing5__Gdb-Y"><h2 class="heading-module_wrapper__WGbyu heading-module_sBreakpointAlignmentcenter__GmroZ heading-module_sBreakpointSizexlarge__76J8a heading-module_black__YD5fU heading-module_isRegular__zTAaG">Get a taste of this course</h2></div><div class="stack-module_item__6l6uZ stack-module_sBreakpointSpacing5__Gdb-Y"><p class="text-module_wrapper__Dg6SG text-module_black__Z8IoK text-module_sBreakpointSizemedium__Biiv7 text-module_sBreakpointAlignmentcenter__0oeQF text-module_isRegular__cAvX9">Find out what this course is like by previewing some of the course steps before you join:</p></div><div class="stack-module_item__6l6uZ stack-module_sBreakpointSpacing5__Gdb-Y"><div class="CourseHighlights-cardContainer_O68Ys"><div class="m-card Container-wrapper_7nJ95 Container-grey_75xp-"><a class="link-wrapper_djqc+" href="/info/courses/an-introduction-to-machine-learning-in-quantitative-finance/0/steps/297280" tabindex="-1" aria-hidden="true" data-ahoy-event="$click" data-ahoy-event-properties="{"highlight-step-path":"/info/courses/an-introduction-to-machine-learning-in-quantitative-finance/0/steps/297280","click-event-name":"click-course-highlight"}" data-js-ahoy-track="true"><div class="Image-wrapper_hti-1"><noscript><img class="image-module_image__hvXRh image-module_cover__Towru" src="https://view.vzaar.com/2139423436/image" alt="Machine learning in quantitative finance"/></noscript><img class="image-module_image__hvXRh image-module_cover__Towru" src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAASwAAADIBAMAAACg8cFmAAAAGFBMVEXt7e7KyszV1dfe3t/m5ufq6uvg4OHOztD3GVIkAAAAnklEQVR42u3OwQnCQBAAwENIASsWIFagpARtJCWID9v3c+d/QciezFQwDQAAAAAAAAAAAIAfWyJaQVpanVaGVoZWhlaGVobWHu7rUKq1xaA1ceu1Dq2OLc6tIC2tTitDK0MrQyvjv1vLY7hVah3iS2ve1vEyXFsZhzi1grS0Oq0MrQytDK0MrV28u2etVgxa87YAAAAAAAAAAAAApvYB2BwigkXIZZgAAAAASUVORK5CYII=" alt="Machine learning in quantitative finance" hidden=""/></div></a><div class="Body-wrapper_0gskP"><a class="link-wrapper_djqc+ link-inBody_fdO+k link-withFlexGrow_8Xelm" href="/info/courses/an-introduction-to-machine-learning-in-quantitative-finance/0/steps/297280" tabindex="0" aria-hidden="false" data-ahoy-event="$click" data-ahoy-event-properties="{"highlight-step-path":"/info/courses/an-introduction-to-machine-learning-in-quantitative-finance/0/steps/297280","click-event-name":"click-course-highlight"}" data-js-ahoy-track="true"><div class="Content-wrapper_k+G32"><div class="stack-module_wrapper__aPV9V"><div class="stack-module_item__6l6uZ stack-module_sBreakpointSpacing3__c29oW"><div class="label-wrapper_jRU3o"><span class="text-module_wrapper__Dg6SG text-module_mediumGrey__oO--8 text-module_sBreakpointSizesmall__6hBFg text-module_sBreakpointAlignmentleft__NFsd7 text-module_isRegular__cAvX9"><div class="align-module_wrapper__RpD0z align-module_sBreakpointDirectionhorizontal__aCYX5"><div class="align-module_itemsWrapper__VqrgE align-module_sBreakpointSpacing2__bp5w9 align-module_sBreakpointAlignstart__nxfDA align-module_sBreakpointAlignItemscenter__4PYav align-module_noWrap__mmz-8"><div class="align-module_item__YwH46"><div class="StepNumber-module_wrapper__u54Vs StepNumber-module_dark__4fO8D StepNumber-module_sizexsmall__vkKkS">1.9</div></div><div class="align-module_item__YwH46">video</div></div></div></span></div></div><div class="stack-module_item__6l6uZ stack-module_sBreakpointSpacing3__c29oW"><h4 class="heading-module_wrapper__WGbyu heading-module_sBreakpointAlignmentleft__teLQ4 heading-module_sBreakpointSizemedium__WZlYM heading-module_black__YD5fU heading-module_isCompact__XTYnB">Machine learning in quantitative finance</h4></div></div></div></a></div></div><div class="m-card Container-wrapper_7nJ95 Container-grey_75xp-"><a class="link-wrapper_djqc+" href="/info/courses/an-introduction-to-machine-learning-in-quantitative-finance/0/steps/297282" tabindex="-1" aria-hidden="true" data-ahoy-event="$click" data-ahoy-event-properties="{"highlight-step-path":"/info/courses/an-introduction-to-machine-learning-in-quantitative-finance/0/steps/297282","click-event-name":"click-course-highlight"}" data-js-ahoy-track="true"><div class="Image-wrapper_hti-1"><noscript><img class="image-module_image__hvXRh image-module_cover__Towru" src="https://view.vzaar.com/2139369213/image" alt="Essential skillsets of future quants"/></noscript><img class="image-module_image__hvXRh image-module_cover__Towru" src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAASwAAADIBAMAAACg8cFmAAAAGFBMVEXt7e7KyszV1dfe3t/m5ufq6uvg4OHOztD3GVIkAAAAnklEQVR42u3OwQnCQBAAwENIASsWIFagpARtJCWID9v3c+d/QciezFQwDQAAAAAAAAAAAIAfWyJaQVpanVaGVoZWhlaGVobWHu7rUKq1xaA1ceu1Dq2OLc6tIC2tTitDK0MrQyvjv1vLY7hVah3iS2ve1vEyXFsZhzi1grS0Oq0MrQytDK0MrV28u2etVgxa87YAAAAAAAAAAAAApvYB2BwigkXIZZgAAAAASUVORK5CYII=" alt="Essential skillsets of future quants" hidden=""/></div></a><div class="Body-wrapper_0gskP"><a class="link-wrapper_djqc+ link-inBody_fdO+k link-withFlexGrow_8Xelm" href="/info/courses/an-introduction-to-machine-learning-in-quantitative-finance/0/steps/297282" tabindex="0" aria-hidden="false" data-ahoy-event="$click" data-ahoy-event-properties="{"highlight-step-path":"/info/courses/an-introduction-to-machine-learning-in-quantitative-finance/0/steps/297282","click-event-name":"click-course-highlight"}" data-js-ahoy-track="true"><div class="Content-wrapper_k+G32"><div class="stack-module_wrapper__aPV9V"><div class="stack-module_item__6l6uZ stack-module_sBreakpointSpacing3__c29oW"><div class="label-wrapper_jRU3o"><span class="text-module_wrapper__Dg6SG text-module_mediumGrey__oO--8 text-module_sBreakpointSizesmall__6hBFg text-module_sBreakpointAlignmentleft__NFsd7 text-module_isRegular__cAvX9"><div class="align-module_wrapper__RpD0z align-module_sBreakpointDirectionhorizontal__aCYX5"><div class="align-module_itemsWrapper__VqrgE align-module_sBreakpointSpacing2__bp5w9 align-module_sBreakpointAlignstart__nxfDA align-module_sBreakpointAlignItemscenter__4PYav align-module_noWrap__mmz-8"><div class="align-module_item__YwH46"><div class="StepNumber-module_wrapper__u54Vs StepNumber-module_dark__4fO8D StepNumber-module_sizexsmall__vkKkS">1.13</div></div><div class="align-module_item__YwH46">video</div></div></div></span></div></div><div class="stack-module_item__6l6uZ stack-module_sBreakpointSpacing3__c29oW"><h4 class="heading-module_wrapper__WGbyu heading-module_sBreakpointAlignmentleft__teLQ4 heading-module_sBreakpointSizemedium__WZlYM heading-module_black__YD5fU heading-module_isCompact__XTYnB">Essential skillsets of future quants</h4></div></div></div></a></div></div><div class="m-card Container-wrapper_7nJ95 Container-grey_75xp-"><a class="link-wrapper_djqc+" href="/info/courses/an-introduction-to-machine-learning-in-quantitative-finance/0/steps/297289" tabindex="-1" aria-hidden="true" data-ahoy-event="$click" data-ahoy-event-properties="{"highlight-step-path":"/info/courses/an-introduction-to-machine-learning-in-quantitative-finance/0/steps/297289","click-event-name":"click-course-highlight"}" data-js-ahoy-track="true"><div class="Image-wrapper_hti-1"><noscript><img class="image-module_image__hvXRh image-module_cover__Towru" src="https://view.vzaar.com/2139415785/image" alt="GD-based algorithms for model parameter optimization "/></noscript><img class="image-module_image__hvXRh image-module_cover__Towru" src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAASwAAADIBAMAAACg8cFmAAAAGFBMVEXt7e7KyszV1dfe3t/m5ufq6uvg4OHOztD3GVIkAAAAnklEQVR42u3OwQnCQBAAwENIASsWIFagpARtJCWID9v3c+d/QciezFQwDQAAAAAAAAAAAIAfWyJaQVpanVaGVoZWhlaGVobWHu7rUKq1xaA1ceu1Dq2OLc6tIC2tTitDK0MrQyvjv1vLY7hVah3iS2ve1vEyXFsZhzi1grS0Oq0MrQytDK0MrV28u2etVgxa87YAAAAAAAAAAAAApvYB2BwigkXIZZgAAAAASUVORK5CYII=" alt="GD-based algorithms for model parameter optimization " hidden=""/></div></a><div class="Body-wrapper_0gskP"><a class="link-wrapper_djqc+ link-inBody_fdO+k link-withFlexGrow_8Xelm" href="/info/courses/an-introduction-to-machine-learning-in-quantitative-finance/0/steps/297289" tabindex="0" aria-hidden="false" data-ahoy-event="$click" data-ahoy-event-properties="{"highlight-step-path":"/info/courses/an-introduction-to-machine-learning-in-quantitative-finance/0/steps/297289","click-event-name":"click-course-highlight"}" data-js-ahoy-track="true"><div class="Content-wrapper_k+G32"><div class="stack-module_wrapper__aPV9V"><div class="stack-module_item__6l6uZ stack-module_sBreakpointSpacing3__c29oW"><div class="label-wrapper_jRU3o"><span class="text-module_wrapper__Dg6SG text-module_mediumGrey__oO--8 text-module_sBreakpointSizesmall__6hBFg text-module_sBreakpointAlignmentleft__NFsd7 text-module_isRegular__cAvX9"><div class="align-module_wrapper__RpD0z align-module_sBreakpointDirectionhorizontal__aCYX5"><div class="align-module_itemsWrapper__VqrgE align-module_sBreakpointSpacing2__bp5w9 align-module_sBreakpointAlignstart__nxfDA align-module_sBreakpointAlignItemscenter__4PYav align-module_noWrap__mmz-8"><div class="align-module_item__YwH46"><div class="StepNumber-module_wrapper__u54Vs StepNumber-module_dark__4fO8D StepNumber-module_sizexsmall__vkKkS">3.9</div></div><div class="align-module_item__YwH46">video</div></div></div></span></div></div><div class="stack-module_item__6l6uZ stack-module_sBreakpointSpacing3__c29oW"><h4 class="heading-module_wrapper__WGbyu heading-module_sBreakpointAlignmentleft__teLQ4 heading-module_sBreakpointSizemedium__WZlYM heading-module_black__YD5fU heading-module_isCompact__XTYnB">GD-based algorithms for model parameter optimization </h4></div></div></div></a></div></div></div></div></div></div></div></div><div class="spacer-module_default__LTC4S spacer-module_vertical-7__oA0VO"><section class="sectionContainer-module_wrapper__mWOJ- sectionContainer-module_altAdjacent__-xghw"><div class="spacer-module_default__LTC4S spacer-module_vertical-7__oA0VO"><div class="index-module_wrapper__2qz1X"><h2 class="heading-module_wrapper__WGbyu heading-module_sBreakpointAlignmentcenter__GmroZ heading-module_sBreakpointSizexlarge__76J8a heading-module_black__YD5fU heading-module_isRegular__zTAaG">Do you know someone who'd love this course? 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textiles with clothes hanging beside him."/></noscript><img class="image-module_image__hvXRh image-module_cover__Towru" src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAASwAAADIBAMAAACg8cFmAAAAGFBMVEXt7e7KyszV1dfe3t/m5ufq6uvg4OHOztD3GVIkAAAAnklEQVR42u3OwQnCQBAAwENIASsWIFagpARtJCWID9v3c+d/QciezFQwDQAAAAAAAAAAAIAfWyJaQVpanVaGVoZWhlaGVobWHu7rUKq1xaA1ceu1Dq2OLc6tIC2tTitDK0MrQyvjv1vLY7hVah3iS2ve1vEyXFsZhzi1grS0Oq0MrQytDK0MrV28u2etVgxa87YAAAAAAAAAAAAApvYB2BwigkXIZZgAAAAASUVORK5CYII=" alt="A man working on some textiles with clothes hanging beside him." hidden=""/><div class="popupMessage-wrapper_VJa2W" aria-live="assertive"></div></div></a><div class="Body-wrapper_0gskP"><a class="link-wrapper_djqc+ link-inBody_fdO+k link-withFlexGrow_8Xelm" href="/courses/fashion-global-supply-chain" tabindex="0" aria-hidden="false" data-js-ahoy-track="false"><div class="Content-wrapper_k+G32"><div class="label-wrapper_jRU3o"><span class="text-module_wrapper__Dg6SG text-module_mediumGrey__oO--8 text-module_sBreakpointSizesmall__6hBFg text-module_sBreakpointAlignmentleft__NFsd7 text-module_isRegular__cAvX9">Bloomsbury Publishing, Fairchild Books & FutureLearn</span></div><div class="Title-wrapper_5eSVQ"><h3 class="heading-module_wrapper__WGbyu heading-module_sBreakpointAlignmentleft__teLQ4 heading-module_sBreakpointSizemedium__WZlYM heading-module_black__YD5fU heading-module_isCompact__XTYnB">Fashion and the Global Supply Chain</h3></div><div class="Options-wrapper_XHGLX"><div class="align-module_wrapper__RpD0z align-module_sBreakpointDirectionhorizontal__aCYX5"><div class="align-module_itemsWrapper__VqrgE align-module_sBreakpointSpacing3__h2i8Q align-module_sBreakpointAlignstart__nxfDA align-module_wrap__miO4O"><div class="align-module_item__YwH46"><div class="align-module_wrapper__RpD0z align-module_sBreakpointDirectionhorizontal__aCYX5"><div class="align-module_itemsWrapper__VqrgE align-module_sBreakpointSpacing1__yKW8k align-module_sBreakpointAlignstart__nxfDA align-module_sBreakpointAlignItemscenter__4PYav align-module_noWrap__mmz-8"><div class="align-module_item__YwH46"><svg xmlns="http://www.w3.org/2000/svg" class="Icon-module_icon__TpU4- Icon-module_sBreakpointSizesmall__jkrH1 Icon-module_cool-grey__fhEuw" viewBox="0 0 32 32" width="32" height="32" aria-hidden="false"><path d="M26 6V0H6v6h2v5.68l5 2v4.64l-5 2V26H6v6h20v-6h-2v-5.68l-5-2v-4.64l5-2V10h-2v.33l-5 2v7.36l5 2V26H10v-4.32l5-2v-7.36l-5-2V6zm-2 24H8v-2h16zM8 2h16v2H8z"></path></svg></div><div class="align-module_item__YwH46"><p class="text-module_wrapper__Dg6SG text-module_coolGrey__azvPI text-module_sBreakpointSizexsmall__PTEOv text-module_sBreakpointAlignmentleft__NFsd7 text-module_isRegular__cAvX9">4 weeks</p></div></div></div></div><div class="align-module_item__YwH46"><div class="align-module_wrapper__RpD0z align-module_sBreakpointDirectionhorizontal__aCYX5"><div class="align-module_itemsWrapper__VqrgE align-module_sBreakpointSpacing1__yKW8k align-module_sBreakpointAlignstart__nxfDA align-module_sBreakpointAlignItemscenter__4PYav align-module_noWrap__mmz-8"><div class="align-module_item__YwH46"><svg xmlns="http://www.w3.org/2000/svg" class="Icon-module_icon__TpU4- Icon-module_sBreakpointSizesmall__jkrH1 Icon-module_cool-grey__fhEuw" viewBox="0 0 32 32" width="32" height="32" aria-hidden="false"><path d="M15 9v6.59l-2.66 2.65 1.42 1.42L17 16.41V9h-2z"></path><path d="M28 16a11.9 11.9 0 00-.37-2.88l-1.94.48A9.57 9.57 0 0126 16a10 10 0 11-2.5-6.56L25 8.12a12.23 12.23 0 00-3-2.49V0H10v5.61a12 12 0 000 20.75V32h12v-5.66A12 12 0 0028 16zM12 2h8v2.7a11.86 11.86 0 00-8 0zm8 28h-8v-2.72a11.78 11.78 0 008 0z"></path></svg></div><div class="align-module_item__YwH46"><p class="text-module_wrapper__Dg6SG text-module_coolGrey__azvPI text-module_sBreakpointSizexsmall__PTEOv text-module_sBreakpointAlignmentleft__NFsd7 text-module_isRegular__cAvX9">2 hrs per week</p></div></div></div></div><div class="align-module_item__YwH46"><div class="stack-module_wrapper__aPV9V"><div class="stack-module_item__6l6uZ stack-module_sBreakpointSpacing1__uapnT"><div class="align-module_wrapper__RpD0z align-module_sBreakpointDirectionhorizontal__aCYX5"><div class="align-module_itemsWrapper__VqrgE align-module_sBreakpointSpacing1__yKW8k align-module_sBreakpointAlignstart__nxfDA align-module_sBreakpointAlignItemscenter__4PYav align-module_noWrap__mmz-8"><div class="align-module_item__YwH46"><svg xmlns="http://www.w3.org/2000/svg" class="Icon-module_icon__TpU4- Icon-module_sBreakpointSizesmall__jkrH1 Icon-module_cool-grey__fhEuw" viewBox="0 0 32 32" aria-hidden="false"><path d="M30 4.7h-7.9v2h6.3L18 16.9l1.4 1.4L30 7.9v6.7h2V4.7z"></path><path d="M30 20.6c0 2.8-2.2 5-5 5-1.2 0-2.2-.4-3.1-1l-10-9c-1.3-1.2-3-2-4.9-2-3.9 0-7 3.1-7 7s3.1 7 7 7c1.9 0 3.6-.8 4.9-2l1.7-1.5-1.5-1.3-1.5 1.3c-.9.9-2.2 1.5-3.6 1.5-2.8 0-5-2.2-5-5s2.2-5 5-5c1.4 0 2.6.6 3.5 1.5l10.1 9c1.2 1 2.7 1.5 4.4 1.5 3.9 0 7-3.1 7-7h-2z"></path></svg></div><div 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orange poses on a catwalk." hidden=""/><div class="popupMessage-wrapper_VJa2W" aria-live="assertive"></div></div></a><div class="Body-wrapper_0gskP"><a class="link-wrapper_djqc+ link-inBody_fdO+k link-withFlexGrow_8Xelm" href="/courses/introduction-fashion-brand-marketing-retailing" tabindex="0" aria-hidden="false" data-js-ahoy-track="false"><div class="Content-wrapper_k+G32"><div class="label-wrapper_jRU3o"><span class="text-module_wrapper__Dg6SG text-module_mediumGrey__oO--8 text-module_sBreakpointSizesmall__6hBFg text-module_sBreakpointAlignmentleft__NFsd7 text-module_isRegular__cAvX9">Bloomsbury Publishing, Fairchild Books & FutureLearn</span></div><div class="Title-wrapper_5eSVQ"><h3 class="heading-module_wrapper__WGbyu heading-module_sBreakpointAlignmentleft__teLQ4 heading-module_sBreakpointSizemedium__WZlYM heading-module_black__YD5fU heading-module_isCompact__XTYnB">Introduction to Fashion Brand Marketing and Retailing</h3></div><div class="Options-wrapper_XHGLX"><div 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class="align-module_item__YwH46"><p class="text-module_wrapper__Dg6SG text-module_coolGrey__azvPI text-module_sBreakpointSizexsmall__PTEOv text-module_sBreakpointAlignmentleft__NFsd7 text-module_isRegular__cAvX9">2 weeks</p></div></div></div></div><div class="align-module_item__YwH46"><div class="align-module_wrapper__RpD0z align-module_sBreakpointDirectionhorizontal__aCYX5"><div class="align-module_itemsWrapper__VqrgE align-module_sBreakpointSpacing1__yKW8k align-module_sBreakpointAlignstart__nxfDA align-module_sBreakpointAlignItemscenter__4PYav align-module_noWrap__mmz-8"><div class="align-module_item__YwH46"><svg xmlns="http://www.w3.org/2000/svg" class="Icon-module_icon__TpU4- Icon-module_sBreakpointSizesmall__jkrH1 Icon-module_cool-grey__fhEuw" viewBox="0 0 32 32" width="32" height="32" aria-hidden="false"><path d="M15 9v6.59l-2.66 2.65 1.42 1.42L17 16.41V9h-2z"></path><path d="M28 16a11.9 11.9 0 00-.37-2.88l-1.94.48A9.57 9.57 0 0126 16a10 10 0 11-2.5-6.56L25 8.12a12.23 12.23 0 00-3-2.49V0H10v5.61a12 12 0 000 20.75V32h12v-5.66A12 12 0 0028 16zM12 2h8v2.7a11.86 11.86 0 00-8 0zm8 28h-8v-2.72a11.78 11.78 0 008 0z"></path></svg></div><div class="align-module_item__YwH46"><p class="text-module_wrapper__Dg6SG text-module_coolGrey__azvPI text-module_sBreakpointSizexsmall__PTEOv text-module_sBreakpointAlignmentleft__NFsd7 text-module_isRegular__cAvX9">2 hrs per week</p></div></div></div></div><div class="align-module_item__YwH46"><div class="stack-module_wrapper__aPV9V"><div class="stack-module_item__6l6uZ stack-module_sBreakpointSpacing1__uapnT"><div class="align-module_wrapper__RpD0z align-module_sBreakpointDirectionhorizontal__aCYX5"><div class="align-module_itemsWrapper__VqrgE align-module_sBreakpointSpacing1__yKW8k align-module_sBreakpointAlignstart__nxfDA align-module_sBreakpointAlignItemscenter__4PYav align-module_noWrap__mmz-8"><div class="align-module_item__YwH46"><svg xmlns="http://www.w3.org/2000/svg" class="Icon-module_icon__TpU4- Icon-module_sBreakpointSizesmall__jkrH1 Icon-module_cool-grey__fhEuw" viewBox="0 0 32 32" aria-hidden="false"><path d="M30 4.7h-7.9v2h6.3L18 16.9l1.4 1.4L30 7.9v6.7h2V4.7z"></path><path d="M30 20.6c0 2.8-2.2 5-5 5-1.2 0-2.2-.4-3.1-1l-10-9c-1.3-1.2-3-2-4.9-2-3.9 0-7 3.1-7 7s3.1 7 7 7c1.9 0 3.6-.8 4.9-2l1.7-1.5-1.5-1.3-1.5 1.3c-.9.9-2.2 1.5-3.6 1.5-2.8 0-5-2.2-5-5s2.2-5 5-5c1.4 0 2.6.6 3.5 1.5l10.1 9c1.2 1 2.7 1.5 4.4 1.5 3.9 0 7-3.1 7-7h-2z"></path></svg></div><div class="align-module_item__YwH46"><p class="text-module_wrapper__Dg6SG text-module_coolGrey__azvPI text-module_sBreakpointSizexsmall__PTEOv text-module_sBreakpointAlignmentleft__NFsd7 text-module_isRegular__cAvX9">Included in Unlimited</p></div></div></div></div></div></div></div></div></div></div></a><div class="CallsToAction-wrapper_FqwZr"><div class="stack-module_wrapper__aPV9V"><div class="stack-module_item__6l6uZ stack-module_sBreakpointSpacing3__c29oW"><a class="index-module_anchor__-PAF8" href="/courses/introduction-fashion-brand-marketing-retailing" data-js-ahoy-track="true" data-ahoy-event="$click" data-ahoy-event-properties="{"run_slug":"introduction-fashion-brand-marketing-retailing-2","source":"course_card_cta","rank":null,"click-event-name":"related_courses_click__find_out_more-cta"}" role="button"><span class="index-module_button__5KGpS index-module_primary__qm3yv index-module_medium__llK21 index-module_pink__5oqe5 index-module_sBreakpointFullWidthtrue__cF8-5"><span class="index-module_content__pkuA-">Find out more</span></span></a></div></div></div></div></div><div class="m-card Container-wrapper_7nJ95 Container-white_xGNKN"><a class="link-wrapper_djqc+" href="/courses/product-design-manufacturing-processes-fashion-industry" tabindex="-1" aria-hidden="true" data-js-ahoy-track="false"><div class="Image-wrapper_hti-1"><noscript><img class="image-module_image__hvXRh image-module_cover__Towru" src="https://ugc.futurelearn.com/uploads/images/2c/9d/thumbnail_2c9d1207-e862-47e0-958c-1a77a28f6ef2.jpg" alt="Two sketched side by side displaying fashion product designs on models."/></noscript><img class="image-module_image__hvXRh image-module_cover__Towru" src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAASwAAADIBAMAAACg8cFmAAAAGFBMVEXt7e7KyszV1dfe3t/m5ufq6uvg4OHOztD3GVIkAAAAnklEQVR42u3OwQnCQBAAwENIASsWIFagpARtJCWID9v3c+d/QciezFQwDQAAAAAAAAAAAIAfWyJaQVpanVaGVoZWhlaGVobWHu7rUKq1xaA1ceu1Dq2OLc6tIC2tTitDK0MrQyvjv1vLY7hVah3iS2ve1vEyXFsZhzi1grS0Oq0MrQytDK0MrV28u2etVgxa87YAAAAAAAAAAAAApvYB2BwigkXIZZgAAAAASUVORK5CYII=" alt="Two sketched side by side displaying fashion product designs on models." hidden=""/><div class="popupMessage-wrapper_VJa2W" aria-live="assertive"></div></div></a><div class="Body-wrapper_0gskP"><a class="link-wrapper_djqc+ link-inBody_fdO+k link-withFlexGrow_8Xelm" href="/courses/product-design-manufacturing-processes-fashion-industry" tabindex="0" 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