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<div class="post-image-sharrre"> <div class="shareme" data-image="https://opendatascience.com/wp-content/uploads/2024/05/SlidesTop.png" data-url="https://opendatascience.com/10-of-our-favorite-ai-slide-decks-from-odsc-east/" data-text="10 of Our Favorite AI Slide Decks from ODSC East"></div> </div></div> </div> </div> <div class="title"> <h1 id="intro"><a href="https://opendatascience.com/10-of-our-favorite-ai-slide-decks-from-odsc-east/" class="entry-title" itemprop="headline">10 of Our Favorite AI Slide Decks from ODSC East</a></h1> <p> <a href="https://opendatascience.com/category/conferences/" title="Conferences" class="tag-default">Conferences</a><a href="https://opendatascience.com/tag/east-2024/" title="Conferences" class="tag-default">East 2024</a>posted by <a href="https://opendatascience.com/user/admin_odsc/" title="Conferences" class="tag-defaultic">ODSC Team</a> <span class="legend-default"> <i class="fa fa-clock-o"></i><span class="updated" >May 28, 2024</span> <i class="fa fa-user"></i><span ><a href="" class="author url fn">ODSC Team</a></span> </span> </p> <div class="tag-cloud tag-title"> <i class="fa fa-tags"></i> <a href="https://opendatascience.com/tag/east-2024/" title="East 2024" class="tag-1"><span>East 2024</span><s>58</s></a> </div> </div> <span class="item-summary-hidden" itemprop="description">We might have to wait another year to gather together live in Boston for another ODSC East, but here, you can...</span> <img class="item-image-hidden" itemprop="image" src="https://opendatascience.com/wp-content/uploads/2024/05/SlidesTop.png" alt="10 of Our Favorite AI Slide Decks from ODSC East" /> <div class="post" itemprop="articleBody"><style type="text/css" data-type="vc_custom-css">.dashed{ border: 1px dashed #242c66;margin-left:0px!important;margin-right:0px!important;} .aio-icon-title { font-size: 28px!important; line-height: 38px!important; margin-top: 15px!important; } button.ubtn-normal { padding: 15px 30px; } .aio-icon{color: #242c66; font-size: 32px; display: inline-block;} .default-icon .aio-icon-default .aio-icon, .default-icon .aio-icon-default .aio-icon-img { margin-right: 15px; } .default-icon .aio-icon-default { display: table-cell; vertical-align: middle; } .default-icon .aio-icon-header { display: table-cell; vertical-align: middle; }</style><style type="text/css" data-type="vc_custom-css">.dashed{ border: 1px dashed #242c66;margin-left:0px!important;margin-right:0px!important;} .aio-icon-title { font-size: 28px!important; line-height: 38px!important; margin-top: 15px!important; } button.ubtn-normal { padding: 15px 30px; } .aio-icon{color: #242c66; font-size: 32px; display: inline-block;} .default-icon .aio-icon-default .aio-icon, .default-icon .aio-icon-default .aio-icon-img { margin-right: 15px; } .default-icon .aio-icon-default { display: table-cell; vertical-align: middle; } .default-icon .aio-icon-header { display: table-cell; vertical-align: middle; }</style><p><span style="font-weight: 400;">We might have to wait another year to gather together live in Boston for another </span><a href="https://opendatascience.com/tag/east-2024/"><span style="font-weight: 400;">ODSC East</span></a><span style="font-weight: 400;">, but here, you can check out the slide decks from some of the most popular sessions from the conference. You can also watch a number of virtual sessions for free </span><a href="https://opendatascience.com/the-top-odsc-east-2024-virtual-sessions-to-watch-for-free/"><span style="font-weight: 400;">here</span></a><span style="font-weight: 400;">.</span></p> <div class="at-above-post addthis_tool" data-url="https://opendatascience.com/10-of-our-favorite-ai-slide-decks-from-odsc-east/"></div><div class="vc_row wpb_row vc_row-fluid dashed"><div class="wpb_column vc_column_container vc_col-sm-12"><div class="vc_column-inner"><div class="wpb_wrapper"><div class="aio-icon-component style_1"><div id="Info-box-wrap-5462" class="aio-icon-box default-icon" style="" ><div class="aio-icon-default"><div class="ult-just-icon-wrapper "><div class="align-icon" style="text-align:center;"> <div class="aio-icon none " style="color:#242c66;font-size:32px;display:inline-block;"> <i class="Defaults-calendar"></i> </div></div></div></div><div class="aio-icon-header" ><a class="aio-icon-box-link" ><h3 class="aio-icon-title ult-responsive" data-ultimate-target='#Info-box-wrap-5462 .aio-icon-title' data-responsive-json-new='{"font-size":"desktop:28px;","line-height":"desktop:38px;"}' style="color:#242c66;">The ODSC East 2025 40% off ends SOON!</h3></a></div> <div class="aio-icon-description ult-responsive" data-ultimate-target='#Info-box-wrap-5462 .aio-icon-description' data-responsive-json-new='{"font-size":"","line-height":""}' style=""> <h4>In-person conference | <strong>May 13th-15th, 2025 | Boston, MA</strong></h4> <p><span style="font-weight: 400;">Join us on May 13th-15th, 2025, for 3 days of immersive learning and networking with AI experts.</span></p> <p><span style="font-weight: 400;">🔹 World-class AI experts | </span><span style="font-weight: 400;">🔹 Cutting-edge workshops | </span><span style="font-weight: 400;">🔹 Hands-on Training</span></p> <p><span style="font-weight: 400;">🔹 Strategic Insights | </span><span style="font-weight: 400;">🔹 Thought Leadership | </span><span style="font-weight: 400;">🔹 And much more!</span></p> <p><a href="https://www.eventbrite.com/e/odsc-east-2025-conference-open-data-science-conference-tickets-951374094527?discount=ODSC_EastBlog" target="_blank" rel="noopener"><img fetchpriority="high" decoding="async" class="aligncenter wp-image-49768 size-full" src="https://opendatascience.com/wp-content/uploads/2023/07/Week-of-Feb-10-Blog-Banners_728x90-prelim-schedule.png" alt="" width="728" height="90" srcset="https://opendatascience.com/wp-content/uploads/2023/07/Week-of-Feb-10-Blog-Banners_728x90-prelim-schedule.png 728w, https://opendatascience.com/wp-content/uploads/2023/07/Week-of-Feb-10-Blog-Banners_728x90-prelim-schedule-300x37.png 300w" sizes="(max-width: 728px) 100vw, 728px" /></a></div> </div> </div> <div class=" ubtn-ctn-center "><a class="ubtn-link ult-adjust-bottom-margin ubtn-center ubtn-normal " href="https://www.eventbrite.com/e/odsc-east-2025-conference-open-data-science-conference-tickets-951374094527?discount=ODSC_EastBlog" target="_blank" rel="noopener" ><button type="button" id="ubtn-3848" class="ubtn ult-adjust-bottom-margin ult-responsive ubtn-normal ubtn-no-hover-bg none ubtn-shd ubtn-center shd-bottom tooltip-67b2fb790b402" data-hover="" data-border-color="" data-bg="#242c66" data-hover-bg="" data-border-hover="" data-shadow-hover="0 5px ;" data-shadow-click="none" data-shadow="0 5px ;" data-shd-shadow="5" data-ultimate-target='#ubtn-3848' data-responsive-json-new='{"font-size":"","line-height":""}' style="font-weight:normal;border:none;box-shadow: 0 5px ;background: #242c66;color: #ffffff;"><span class="ubtn-hover" style="background-color:"></span><span class="ubtn-data ubtn-text " >Use this link for an additional 10% off!</span></button></a></div><div class="vc_empty_space" style="height: 25px"><span class="vc_empty_space_inner"></span></div></div></div></div></div> <div class="at-below-post addthis_tool" data-url="https://opendatascience.com/10-of-our-favorite-ai-slide-decks-from-odsc-east/"></div><style type="text/css" data-type="rcb-_wpb_post_custom_css-43608">.dashed{ border: 1px dashed #242c66;margin-left:0px!important;margin-right:0px!important;} .aio-icon-title { font-size: 28px!important; line-height: 38px!important; margin-top: 15px!important; } button.ubtn-normal { padding: 15px 30px; } .aio-icon{color: #242c66; font-size: 32px; display: inline-block;} .default-icon .aio-icon-default .aio-icon, .default-icon .aio-icon-default .aio-icon-img { margin-right: 15px; } .default-icon .aio-icon-default { display: table-cell; vertical-align: middle; } .default-icon .aio-icon-header { display: table-cell; vertical-align: middle; }</style> <p> </p> <h3>ODSC East Keynotes</h3> <p><span style="text-decoration: underline;"><a href="https://drive.google.com/file/d/1QB5-2FvBy5TZ6U5fP4dZN1syl-TVnR0D/view"><b>Setting Up Text Processing Models for Success: Formal Representations versus Large Language Models</b></a></span></p> <p><span style="font-weight: 400;">Carolyn Rosé, PhD | Professor, Program Director for the Masters of Computational Data Science | Carnegie Mellon University</span></p> <p><span style="font-weight: 400;">This talk explores techniques for injecting insight into data representations to increase effectiveness in model performance, especially in a cross-domain setting. More recently, Large Language Models (LLMs) have been used to produce textual augmentations to data representations, with more success. Couched within these tensions, this talk reports on recent work towards increased availability of both formal and informal representations of language and knowledge as well as explorations within the space of tensions to use this knowledge in effective ways.</span></p> <p><span style="text-decoration: underline;"><a href="https://drive.google.com/file/d/1f_iAs40XcSTgE2VaDlLqSY2_3E4zTtEX/view"><b>Social and Ethical Implications of Generative AI</b></a></span></p> <p><span style="font-weight: 400;">Abeba Birhane | Senior Fellow in Trustworthy AI, Adjunct Lecturer/Assistant Professor | Mozilla Foundation, Trinity College Dublin</span></p> <p><span style="font-weight: 400;">As artificial intelligence systems pervade day-to-day life, the need for these systems to be robust, fair, accurate, and just has become of urgent importance. As the foundational backbone of AI systems, large-scale datasets play a crucial role in the performance, accuracy, robustness, fairness, and trustworthiness of AI systems. In this talk, Abeba: a) presents work that highlights numerous concerns arising from large-scale datasets, b) discusses the downstream impact of such datasets on models (including the exacerbation of societal biases and negative stereotypes) and c) reviews some approaches to both incremental improvements as well as shepherding broader structural change.</span></p> <div id="audioigniter-46171" class="audioigniter-root " data-player-type="full" data-tracks-url="https://opendatascience.com/?audioigniter_playlist_id=46171" data-display-track-no="true" data-reverse-track-order="false" data-display-tracklist-covers="true" data-display-active-cover="true" data-display-artist-names="true" data-display-buy-buttons="true" data-buy-buttons-target="true" data-cycle-tracks="false" data-display-credits="false" data-display-tracklist="true" data-allow-tracklist-toggle="true" data-allow-tracklist-loop="true" data-limit-tracklist-height="true" data-volume="70" data-tracklist-height="50" ></div> <div class="at-above-post addthis_tool" data-url="https://opendatascience.com/10-of-our-favorite-ai-slide-decks-from-odsc-east/"></div><p style="text-align: center;"><strong>Level Up Your AI Expertise! Subscribe Now: </strong> <a href="https://open.spotify.com/show/0TJKGcQsIO0xr0kiLKhOER?si=6f0d4cc2bfbf4728&nd=1&dlsi=3b8b060c88684f7d" target="_blank" rel="noopener"><img loading="lazy" decoding="async" class="alignnone" src="https://encrypted-tbn0.gstatic.com/images?q=tbn:ANd9GcTjsPRcNGWc6mGOYd-aZm4JhHOKucmYmNKkzePd88NhzQ&s" alt="File:Spotify icon.svg - Wikipedia" width="37" height="38" /></a> <a href="https://soundcloud.com/aixpodcast" target="_blank" rel="noopener"><img loading="lazy" decoding="async" class="alignnone" src="https://cdn-icons-png.flaticon.com/512/145/145809.png" alt="Soundcloud - Free social media icons" width="40" height="40" /></a> <a href="https://podcasts.apple.com/ua/podcast/odscs-ai-x-podcast/id1721516836" target="_blank" rel="noopener"><img loading="lazy" decoding="async" class="alignnone" src="https://upload.wikimedia.org/wikipedia/commons/thumb/e/e7/Podcasts_%28iOS%29.svg/2048px-Podcasts_%28iOS%29.svg.png" alt="File:Podcasts (iOS).svg - Wikipedia" width="40" height="40" /></a></p> <div class="at-below-post addthis_tool" data-url="https://opendatascience.com/10-of-our-favorite-ai-slide-decks-from-odsc-east/"></div> <h3>Top ODSC East 2024 Virtual Talks</h3> <p><span style="font-weight: 400;">While there are dozens of virtual talks available, these are the top-rated ones according to those who watched them live.</span></p> <p><span style="text-decoration: underline;"><a href="https://drive.google.com/file/d/1BopQUWc-hhHnsRTMvy58m0SfFtbk67Mh/view"><b>End-to-End Speech Recognition: The Journey from Research to Production</b></a></span></p> <p><span style="font-weight: 400;">Tara Sainath, PhD | Principal Research Scientist | Google DeepMind</span></p> <p><span style="font-weight: 400;">End-to-end (E2E) speech recognition has become a popular research paradigm in recent years, allowing the modular components of a conventional speech recognition system (acoustic model, pronunciation model, language model), to be replaced by one neural network. In this talk, we will discuss a multi-year research journey of E2E modeling for speech recognition at Google. We will also touch upon future research efforts with E2E models, including multi-lingual speech recognition.</span></p> <p><span style="text-decoration: underline;"><a href="https://github.com/marshmellow77/odsc-east-2024/blob/main/ODSC%20East%202024%20-%20Effective%20Strategies%20for%20Bringing%20Generative%20AI%20into%20Production.pdf"><b>Beyond Theory: Effective Strategies for Bringing Generative AI into Production</b></a></span></p> <p><span style="font-weight: 400;">Heiko Hotz | Generative AI Global Blackbelt | Google</span></p> <p><span style="font-weight: 400;">In the rapidly evolving and constantly advancing landscape of artificial intelligence, foundation models like GPT-4 and DALL-E 3 and the broader world of generative AI have emerged as potential game-changers, offering unprecedented and previously unimagined capabilities across a wide variety of domains and use cases. However, while these theoretical models showcase promising capabilities, the practical challenge of transitioning from conceptual research to full-scale production-level applications remains a major obstacle that many organizations and teams continue to face. This presentation aims to help bridge this gap by taking a deep dive into exploring pragmatic and actionable strategies and best practices for successfully integrating these cutting-edge AI technologies into real-world business environments.</span></p> <p><span style="text-decoration: underline;"><a href="https://drive.google.com/file/d/14OAOph9mobbR-tLGKqpuHZnKJFZDysZf/view"><b>CodeLlama: Open Foundation Models for Code</b></a></span></p> <p><span style="font-weight: 400;">Baptiste Roziere | Research Scientist | Meta</span></p> <p><span style="font-weight: 400;">In this session, we will present the methods used to train Code Llama, the performance we obtained, and show how you could use Code Llama in practice for many software development use cases. We provide multiple flavors to cover a wide range of applications: foundation models (Code Llama), Python specializations (Code Llama – Python), and instruction-following models (Code Llama – Instruct) with 7B, 13B, 34B, and now 70B parameters each.</span></p> <p><span style="text-decoration: underline;"><a href="https://drive.google.com/file/d/15pLCmBiLAucwgXMY-3VLv6VMHS6Fcobt/view"><b>Deciphering Data Architectures (choosing between a Modern Data Warehouse, Data Fabric, Data Lakehouse, and Data Mesh)</b></a></span></p> <p><span style="font-weight: 400;">James Serra | Data & AI Architect | Microsoft</span></p> <p><span style="font-weight: 400;">Data fabric, data lakehouse, and data mesh have recently appeared as viable alternatives to the modern data warehouse. These new architectures have solid benefits, but they’re also surrounded by a lot of hyperbole and confusion. In this presentation, we will give you a guided tour of each architecture to help you understand its pros and cons. We will also examine common data architecture concepts, including data warehouses and data lakes. You’ll learn what data lakehouses can help you achieve, and how to distinguish data mesh hype from reality. Best of all, you’ll be able to determine the most appropriate data architecture for your needs.</span></p> <p><span style="text-decoration: underline;"><a href="https://drive.google.com/file/d/17JHojDWRvxPEbdTvh21EURbM8dQNXQq1/view?usp=sharing"><b>From Research to the Enterprise: Leveraging Large Language Models for Enhanced ETL, Analytics, and Deployment</b></a></span></p> <p><span style="font-weight: 400;">Ines Chami | Co-founder and Chief Scientist | NUMBERS STATION AI</span></p> <p><span style="font-weight: 400;">Learn about recent research at Stanford University and Numbers Station AI on applying FMs to structured data and their applications in the modern data stack. You’ll start with ETL/ELT, then move up the stack and discuss work at Numbers Station to use FMs to accelerate data analytics workflows, finally, this talk concludes by discussing challenges and solutions for production deployment in the modern data stack.</span></p> <p><span style="text-decoration: underline;"><a href="https://drive.google.com/file/d/1tDJU_PBo5DeYPJb0O2RLPI1w9YR6HZoK/view?usp=drive_link"><b>The 12 Factor App for Data</b></a></span></p> <p><span style="font-weight: 400;">James Bowkett | Technical Delivery Director | OpenCredo</span></p> <p><span style="font-weight: 400;">To deal with an increasingly data-centric world, the 12-factor app helps define how to think about and design cloud-native applications. This session will take you through the 12 principles of designing data-centric applications that have been useful across 4 categories: Architecture & Design, Quality & Validation (Observability), Audit & Explainability, and Consumption.</span></p> <p><span style="text-decoration: underline;"><a href="https://drive.google.com/file/d/11LdsRml3OSM-IdFlWNYFz64BOwfwNloL/view?usp=sharing"><b>Graphs: The Next Frontier of GenAI Explainability </b></a></span></p> <p><span style="font-weight: 400;">Amy Hodler | Founder, Consultant | GraphGeeks.org</span></p> <p><span style="font-weight: 400;">Michelle Yi | Board Member | Women In Data</span></p> <p><span style="font-weight: 400;">What happens when you incorporate graphs into the realm of generative AI? This talk seeks to answer that question. You’ll learn about foundational concepts such as directed acrylic graphs (DAGs), Jedeau Pearl’s “do” operator, and keeping domain expertise in the loop. You’ll also hear how the explainability landscape is evolving, comparisons of graph-based models to other methods, and how we can evaluate the different fairness models available.</span></p> <p><span style="text-decoration: underline;"><a href="https://drive.google.com/file/d/1Zn2kLPikZ-Sx64XijyOskRleYxbngG7q/view?usp=sharing"><b>AI Resilience: Upskilling in an AI Dominant Environment</b></a></span></p> <p><span style="font-weight: 400;">Leondra Gonzalez | Senior Data & Applied Scientist | Microsoft</span></p> <p><span style="font-weight: 400;">Gen AI and LLMs have disrupted countless industries and roles, including data science. In this ever-changing environment, we may not be sure where to invest your time and energy. This talk aims to guide existing AI practitioners on how to maintain relevant skills in an increasingly automated world, and how to stand out in an oversaturated job market.</span></p> <div class="at-above-post addthis_tool" data-url="https://opendatascience.com/10-of-our-favorite-ai-slide-decks-from-odsc-east/"></div><div class="vc_row wpb_row vc_row-fluid dashed"><div class="wpb_column vc_column_container vc_col-sm-12"><div class="vc_column-inner"><div class="wpb_wrapper"><div class="aio-icon-component style_1"><div id="Info-box-wrap-8815" class="aio-icon-box default-icon" style="" ><div class="aio-icon-default"><div class="ult-just-icon-wrapper "><div class="align-icon" style="text-align:center;"> <div class="aio-icon none " style="color:#242c66;font-size:32px;display:inline-block;"> <i class="Defaults-calendar"></i> </div></div></div></div><div class="aio-icon-header" ><a class="aio-icon-box-link" ><h3 class="aio-icon-title ult-responsive" data-ultimate-target='#Info-box-wrap-8815 .aio-icon-title' data-responsive-json-new='{"font-size":"desktop:28px;","line-height":"desktop:38px;"}' style="color:#242c66;">Get hands-on AI training at ODSC East 2025! 40% off ends SOON!</h3></a></div> <div class="aio-icon-description ult-responsive" data-ultimate-target='#Info-box-wrap-8815 .aio-icon-description' data-responsive-json-new='{"font-size":"","line-height":""}' style=""> <h4>In-person conference | <strong>May 13th-15th, 2025 | Boston, MA</strong></h4> <p>Join us at ODSC East for hands-on training, workshops, and bootcamps with the leading experts. Topics include:</p> <p><span style="font-weight: 400;"><a href="https://odsc.com/boston/bootcamp/"><img loading="lazy" decoding="async" class="alignleft wp-image-49769 size-full" src="https://opendatascience.com/wp-content/uploads/2024/03/Week-of-Feb-10-Blog-Banners_300x250-prelim-schedule.png" alt="" width="300" height="250" /></a></span></p> <p> </p> <p><span style="font-weight: 400;">🔹 </span>Introduction to scikit-learn<br /> <span style="font-weight: 400;">🔹 </span>Building a Multimodal AI Assistant<br /> <span style="font-weight: 400;">🔹 </span>Explainable AI for Decision-Making Applications<br /> <span style="font-weight: 400;">🔹 </span>Building and Deploying LLM Applications<br /> <span style="font-weight: 400;">🔹 </span>Causal AI<br /> <span style="font-weight: 400;">🔹 </span>Adaptive RAG Systems with Knowledge Graphs<br /> <span style="font-weight: 400;">🔹 </span>Idiomatic Polars<br /> <span style="font-weight: 400;">🔹 </span>Machine Learning with CatBoost</div> </div> </div> <div class=" ubtn-ctn-center "><a class="ubtn-link ult-adjust-bottom-margin ubtn-center ubtn-large " href="https://www.eventbrite.com/e/odsc-east-2025-conference-open-data-science-conference-tickets-951374094527?discount=ODSC_EastBlog" target="_blank" rel="noopener" ><button type="button" id="ubtn-7107" class="ubtn ult-adjust-bottom-margin ult-responsive ubtn-large ubtn-no-hover-bg none ubtn-shd ubtn-center shd-bottom tooltip-67b2fb790dc1b" data-hover="" data-border-color="" data-bg="#242c66" data-hover-bg="" data-border-hover="" data-shadow-hover="0 5px ;" data-shadow-click="none" data-shadow="0 5px ;" data-shd-shadow="5" data-ultimate-target='#ubtn-7107' data-responsive-json-new='{"font-size":"","line-height":""}' style="font-weight:normal;border:none;box-shadow: 0 5px ;background: #242c66;color: #ffffff;"><span class="ubtn-hover" style="background-color:"></span><span class="ubtn-data ubtn-text " >Sign up here for an additional 10% off!</span></button></a></div><div class="vc_empty_space" style="height: 15px"><span class="vc_empty_space_inner"></span></div></div></div></div></div> <div class="at-below-post addthis_tool" data-url="https://opendatascience.com/10-of-our-favorite-ai-slide-decks-from-odsc-east/"></div><style type="text/css" data-type="rcb-_wpb_post_custom_css-46252">.dashed{ border: 1px dashed #242c66;margin-left:0px!important;margin-right:0px!important;} .aio-icon-title { font-size: 28px!important; line-height: 38px!important; margin-top: 15px!important; } button.ubtn-normal { padding: 15px 30px; } .aio-icon{color: #242c66; font-size: 32px; display: inline-block;} .default-icon .aio-icon-default .aio-icon, .default-icon .aio-icon-default .aio-icon-img { margin-right: 15px; } .default-icon .aio-icon-default { display: table-cell; vertical-align: middle; } .default-icon .aio-icon-header { display: table-cell; vertical-align: middle; }</style> <p> </p> <h3>What’s next?</h3> <p><span style="font-weight: 400;">Can’t wait another year for deep dives into the latest in AI and data science. 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