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et_pb_gutters2"><div class="et_pb_section et_pb_section_0 et_pb_with_background et_section_regular" > </div><div class="et_pb_section et_pb_section_1 et_pb_with_background et_section_regular" > <div class="et_pb_row et_pb_row_0 header"> <div class="et_pb_column et_pb_column_4_4 et_pb_column_0 et_pb_css_mix_blend_mode_passthrough et-last-child"> <div class="et_pb_module et_pb_text et_pb_text_0 et_pb_text_align_left et_pb_bg_layout_light"> <div class="et_pb_text_inner"><h1>Educational Material</h1></div> </div> </div> </div> </div><div class="et_pb_section et_pb_section_2 et_pb_with_background et_section_regular" > <div class="et_pb_row et_pb_row_1"> <div class="et_pb_column et_pb_column_4_4 et_pb_column_1 et_pb_css_mix_blend_mode_passthrough et-last-child"> <div class="et_pb_module et_pb_text et_pb_text_1 et_pb_text_align_left et_pb_bg_layout_light"> <div class="et_pb_text_inner"><h3 style="text-align: center;">2. Discovering Species Distribution with BCCVL</h3> <p style="text-align: center;">An overview of SDM and each of the algorithms used</p></div> </div> </div> </div><div class="et_pb_row et_pb_row_2"> <div class="et_pb_column et_pb_column_1_3 et_pb_column_2 et_pb_css_mix_blend_mode_passthrough"> <div class="et_pb_module et_pb_video et_pb_video_0"> <div class="et_pb_video_box"><iframe loading="lazy" title="Module 1 - Introduction to Species Distribution Modelling" width="1080" height="608" src="https://www.youtube.com/embed/T5_ZShgTxJI?feature=oembed" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share" referrerpolicy="strict-origin-when-cross-origin" allowfullscreen></iframe></div> </div> </div><div class="et_pb_column et_pb_column_1_3 et_pb_column_3 et_pb_css_mix_blend_mode_passthrough"> <div class="et_pb_module et_pb_video et_pb_video_1"> <div class="et_pb_video_box"><iframe loading="lazy" title="Module 2 - Ecological theory of Species Distribution Modelling" width="1080" height="608" src="https://www.youtube.com/embed/i99ePMMhF9s?feature=oembed" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share" referrerpolicy="strict-origin-when-cross-origin" allowfullscreen></iframe></div> </div> </div><div class="et_pb_column et_pb_column_1_3 et_pb_column_4 et_pb_css_mix_blend_mode_passthrough et-last-child"> <div class="et_pb_module et_pb_video et_pb_video_2"> <div class="et_pb_video_box"><iframe loading="lazy" title="Module 3 - Data for SDMs" width="1080" height="608" src="https://www.youtube.com/embed/0L25paQ5uIU?feature=oembed" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share" referrerpolicy="strict-origin-when-cross-origin" allowfullscreen></iframe></div> </div> </div> </div><div class="et_pb_row et_pb_row_3"> <div class="et_pb_column et_pb_column_1_3 et_pb_column_5 et_pb_css_mix_blend_mode_passthrough"> <div class="et_pb_module et_pb_text et_pb_text_2 et_pb_text_align_left et_pb_bg_layout_light"> <div class="et_pb_text_inner"><p><span dir="auto" class="style-scope yt-formatted-string">Welcome to the first module of this species distribution modelling course. In this module, we will give you an introduction to what species distribution modelling is and the steps involved in calibrating and mapping these models.</span></p></div> </div> </div><div class="et_pb_column et_pb_column_1_3 et_pb_column_6 et_pb_css_mix_blend_mode_passthrough"> <div class="et_pb_module et_pb_text et_pb_text_3 et_pb_text_align_left et_pb_bg_layout_light"> <div class="et_pb_text_inner"><p><span dir="auto" class="style-scope yt-formatted-string bold" style-target="bold"></span><span dir="auto" class="style-scope yt-formatted-string">In the first module of this species distribution modelling course, we had a quick look at what species distribution modelling is. In this second module, I am going to explain the theory behind these models in a bit more detail.</span></p></div> </div> </div><div class="et_pb_column et_pb_column_1_3 et_pb_column_7 et_pb_css_mix_blend_mode_passthrough et-last-child"> <div class="et_pb_module et_pb_text et_pb_text_4 et_pb_text_align_left et_pb_bg_layout_light"> <div class="et_pb_text_inner"><p><span dir="auto" class="style-scope yt-formatted-string">In the first two modules we gained a better understanding of how you can use species distribution models and some of the ecological theory underpinning these models. In this module, we will have a closer look at the different types of data that you need to run a species distribution model, where to get this data from, things to be aware of and some standard good practices when dealing with data.</span></p></div> </div> </div> </div><div class="et_pb_row et_pb_row_4"> <div class="et_pb_column et_pb_column_1_3 et_pb_column_8 et_pb_css_mix_blend_mode_passthrough"> <div class="et_pb_module et_pb_video et_pb_video_3"> <div class="et_pb_video_box"><iframe loading="lazy" title="Module 4 - Design a SDM" width="1080" height="608" src="https://www.youtube.com/embed/oJqazkNNcDI?feature=oembed" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share" referrerpolicy="strict-origin-when-cross-origin" allowfullscreen></iframe></div> </div> </div><div class="et_pb_column et_pb_column_1_3 et_pb_column_9 et_pb_css_mix_blend_mode_passthrough"> <div class="et_pb_module et_pb_video et_pb_video_4"> <div class="et_pb_video_box"><iframe loading="lazy" title="Module 5 - Presence only models" width="1080" height="608" src="https://www.youtube.com/embed/l-oDIfCf_6U?feature=oembed" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share" referrerpolicy="strict-origin-when-cross-origin" allowfullscreen></iframe></div> </div> </div><div class="et_pb_column et_pb_column_1_3 et_pb_column_10 et_pb_css_mix_blend_mode_passthrough et-last-child"> <div class="et_pb_module et_pb_video et_pb_video_5"> <div class="et_pb_video_box"><iframe loading="lazy" title="Module 6 - Statistical regression models" width="1080" height="608" src="https://www.youtube.com/embed/s-9f7ej79wU?feature=oembed" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share" referrerpolicy="strict-origin-when-cross-origin" allowfullscreen></iframe></div> </div> </div> </div><div class="et_pb_row et_pb_row_5"> <div class="et_pb_column et_pb_column_1_3 et_pb_column_11 et_pb_css_mix_blend_mode_passthrough"> <div class="et_pb_module et_pb_text et_pb_text_5 et_pb_text_align_left et_pb_bg_layout_light"> <div class="et_pb_text_inner"><p><span dir="auto" class="style-scope yt-formatted-string">Now we know more about the theoretical background of species distribution models, and the different types of data that you need to built a model, it is time to design your model. What I mean with that is that you need to think about the question that you are trying to answer, and what kind of data and algorithm are best to find that answer. In this module we explore the main components of an SDM and the things you need to think about.</span></p></div> </div> </div><div class="et_pb_column et_pb_column_1_3 et_pb_column_12 et_pb_css_mix_blend_mode_passthrough"> <div class="et_pb_module et_pb_text et_pb_text_6 et_pb_text_align_left et_pb_bg_layout_light"> <div class="et_pb_text_inner"><p><span dir="auto" class="style-scope yt-formatted-string bold" style-target="bold"></span><span dir="auto" class="style-scope yt-formatted-string">In the previous modules of this online open course in species distribution modelling, we have learnt a great deal about the kind of data that you need to build a model, and we had a quick look at the different kinds of models that you can use. So, now it is time to explain the algorithms in more detail. In this module we will look at models that only use presence data: geographic and profile models, and Maxent, a popular machine learning model.</span></p></div> </div> </div><div class="et_pb_column et_pb_column_1_3 et_pb_column_13 et_pb_css_mix_blend_mode_passthrough et-last-child"> <div class="et_pb_module et_pb_text et_pb_text_7 et_pb_text_align_left et_pb_bg_layout_light"> <div class="et_pb_text_inner"><p><span dir="auto" class="style-scope yt-formatted-string bold" style-target="bold"></span><span dir="auto" class="style-scope yt-formatted-string">In the previous module, we looked at models for which you only need to provide occurrence data to predict the distribution of a species. In this module, we will focus on statistical regression models, which use both presence and absence data.</span></p></div> </div> </div> </div><div class="et_pb_row et_pb_row_6"> <div class="et_pb_column et_pb_column_1_3 et_pb_column_14 et_pb_css_mix_blend_mode_passthrough"> <div class="et_pb_module et_pb_video et_pb_video_6"> <div class="et_pb_video_box"><iframe loading="lazy" title="Module 7 - Machine learning models" width="1080" height="608" src="https://www.youtube.com/embed/Y1fagItri84?feature=oembed" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share" referrerpolicy="strict-origin-when-cross-origin" allowfullscreen></iframe></div> </div> </div><div class="et_pb_column et_pb_column_1_3 et_pb_column_15 et_pb_css_mix_blend_mode_passthrough"> <div class="et_pb_module et_pb_video et_pb_video_7"> <div class="et_pb_video_box"><iframe loading="lazy" title="Module 8 - Model evaluation" width="1080" height="608" src="https://www.youtube.com/embed/Sud136rJZcw?feature=oembed" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share" referrerpolicy="strict-origin-when-cross-origin" allowfullscreen></iframe></div> </div> </div><div class="et_pb_column et_pb_column_1_3 et_pb_column_16 et_pb_css_mix_blend_mode_passthrough et-last-child"> <div class="et_pb_module et_pb_video et_pb_video_8"> <div class="et_pb_video_box"><iframe loading="lazy" title="Module 9 - SDMs and climate change projections" width="1080" height="608" src="https://www.youtube.com/embed/BnYoUa6S5PM?feature=oembed" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share" referrerpolicy="strict-origin-when-cross-origin" allowfullscreen></iframe></div> </div> </div> </div><div class="et_pb_row et_pb_row_7"> <div class="et_pb_column et_pb_column_1_3 et_pb_column_17 et_pb_css_mix_blend_mode_passthrough"> <div class="et_pb_module et_pb_text et_pb_text_8 et_pb_text_align_left et_pb_bg_layout_light"> <div class="et_pb_text_inner"><p><span dir="auto" class="style-scope yt-formatted-string bold" style-target="bold"></span><span dir="auto" class="style-scope yt-formatted-string">In the previous two modules we have looked at geographic, profile and statistical regression models to predict species distributions. In this module, we will look at another group of species distribution models: machine learning models.</span></p></div> </div> </div><div class="et_pb_column et_pb_column_1_3 et_pb_column_18 et_pb_css_mix_blend_mode_passthrough"> <div class="et_pb_module et_pb_text et_pb_text_9 et_pb_text_align_left et_pb_bg_layout_light"> <div class="et_pb_text_inner"><p><span dir="auto" class="style-scope yt-formatted-string bold" style-target="bold"></span><span dir="auto" class="style-scope yt-formatted-string">Now we have looked at the different models you can use to predict species distributions, it is important to understand how to interpret the output of a model. A vital step in modelling is assessing the accuracy of the model prediction, commonly called ‘validation’ or ‘evaluation’. </span></p></div> </div> </div><div class="et_pb_column et_pb_column_1_3 et_pb_column_19 et_pb_css_mix_blend_mode_passthrough et-last-child"> <div class="et_pb_module et_pb_text et_pb_text_10 et_pb_text_align_left et_pb_bg_layout_light"> <div class="et_pb_text_inner"><p><span dir="auto" class="style-scope yt-formatted-string">Welcome to module 9 of the online open course about species distribution modelling. In the first 8 modules of this course, we have learnt about the different aspects of designing a species distribution model: the data that you need, the different algorithms that you can use to predict species distributions and how to evaluate the outcomes of your model. With all that knowledge in our back pocket, we can now look at an important application of species distribution models: the prediction of species distribution under future climate change projections.</span></p></div> </div> </div> </div><div class="et_pb_row et_pb_row_8"> <div class="et_pb_column et_pb_column_1_3 et_pb_column_20 et_pb_css_mix_blend_mode_passthrough"> <div class="et_pb_module et_pb_video et_pb_video_9"> <div class="et_pb_video_box"><iframe loading="lazy" title="Module 10 - Case studies in the BCCVL" width="1080" height="608" src="https://www.youtube.com/embed/wLYWLP8T9ic?feature=oembed" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share" referrerpolicy="strict-origin-when-cross-origin" allowfullscreen></iframe></div> </div> </div><div class="et_pb_column et_pb_column_1_3 et_pb_column_21 et_pb_css_mix_blend_mode_passthrough et_pb_column_empty"> </div><div class="et_pb_column et_pb_column_1_3 et_pb_column_22 et_pb_css_mix_blend_mode_passthrough et-last-child et_pb_column_empty"> </div> </div><div class="et_pb_row et_pb_row_9"> <div class="et_pb_column et_pb_column_1_3 et_pb_column_23 et_pb_css_mix_blend_mode_passthrough"> <div class="et_pb_module et_pb_text et_pb_text_11 et_pb_text_align_left et_pb_bg_layout_light"> <div class="et_pb_text_inner"><p><span dir="auto" class="style-scope yt-formatted-string bold" style-target="bold"></span><span dir="auto" class="style-scope yt-formatted-string">Welcome to the last module of this Online Open Course in Species Distribution Modelling. In this module, I am going to show 4 different case studies that highlight the variety of research questions and applications that can be addressed with species distribution models. And I will show you how you can run these models in the BCCVL, the Biodiversity and Climate Change Virtual Laboratory, an online tool that let’s you run species distribution models in a few easy steps.</span></p></div> </div> </div><div class="et_pb_column et_pb_column_1_3 et_pb_column_24 et_pb_css_mix_blend_mode_passthrough et_pb_column_empty"> </div><div class="et_pb_column et_pb_column_1_3 et_pb_column_25 et_pb_css_mix_blend_mode_passthrough et-last-child et_pb_column_empty"> </div> </div> </div><div class="et_pb_section et_pb_section_4 partners et_pb_with_background et_section_regular" > <div class="et_pb_row et_pb_row_10"> <div class="et_pb_column et_pb_column_4_4 et_pb_column_26 et_pb_css_mix_blend_mode_passthrough et-last-child"> <div class="et_pb_module et_pb_text et_pb_text_12 et_pb_text_align_left et_pb_bg_layout_light"> <div class="et_pb_text_inner"><h2 style="text-align: center;">Follow us for news & events</h2> <p style="text-align: center;">Follow us on LinkedIn for 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