Introduction
The DataHack Summit 2024 is about to be an epicenter of innovation and data, bringing collectively probably the most good minds in AI and Knowledge Science. This 12 months’s summit will showcase transformative developments, offering attendees with invaluable insights and sensible abilities.
Listed below are the highest 10 classes you merely can’t miss, every providing distinctive insights and sensible data to propel your understanding and utility of AI to new heights.
1. Mastering Multilingual GenAI – Open-Weights for Indic Languages
Dive into the world of multilingual Generative AI with Viraat Aryabumi as he demonstrates how you can fine-tune the aya-23-8B mannequin for brand new languages utilizing QLORA. This session will spotlight the importance of integrating a number of languages, the related challenges, and sensible steps for guaranteeing security and efficacy in multilingual AI.
Speaker: Viraat Aryabumi, Analysis Scholar
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2. Constructing Multi-Modal Fashions for Content material Moderation on Social Media
Discover how social media platforms handle various content material by means of superior multimedia classification strategies. Pulkit Khandelwal will cowl the extraction of key audio options utilizing CNNs and different machine studying fashions to enhance content material moderation, specializing in real-world functions and hands-on expertise.
Speaker: Pulkit Khandelwal, Knowledge and Utilized Scientist II
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3. Studying Autonomous Driving Behaviors with LLMs & RL
Be a part of Mayank Baranwal as he discusses the revolutionary method of utilizing Giant Language Fashions (LLMs) to generate reward alerts for reinforcement studying (RL) in autonomous driving. This session will delve into the creation of reward capabilities, attaining human-like driving behaviors, and sensible implementations of LLMs in RL.
Speaker: Mayank Baranwal, Senior Scientist, Knowledge and Determination Sciences
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4. Bettering Actual-World RAG Techniques: Key Challenges & Sensible Options
Impressed by Barnett et al.’s famend paper, Dipanjan Sarkar will discover the widespread challenges in constructing Retrieval Augmented Technology (RAG) programs and supply sensible options. This session guarantees hands-on demonstrations and insights into the newest developments in RAG know-how.
Speaker: Dipanjan Sarkar, Head of Group and Principal AI Scientist
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5. Agentic RAG Techniques with LlamaIndex
Ravi Theja will current the subsequent evolution in RAG programs—Agentic RAG. Learn the way these superior programs deal with complicated queries with deep contextual understanding and dynamic response capabilities, enhancing efficiency with instruments like question planning and reflective studying.
Speaker: Ravi Theja, Developer Advocate Engineer
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6. Coding a ChatGPT-style Language Mannequin from Scratch in PyTorch
Joshua Starmer will information you thru the method of coding, coaching, and deploying a ChatGPT-style language mannequin utilizing PyTorch. This hands-on session will cowl mannequin elements, knowledge formatting, and fine-tuning strategies to create a production-ready language mannequin.
Speaker: Joshua Starmer, PhD, Founder and CEO
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7. Multi-Modality in LLMs: New Poster Baby Everyone seems to be Striving For!
Sandeep Singh will take you on a journey by means of the revolutionary influence of multi-modal language fashions. Uncover how these fashions combine textual content, pictures, audio, and video to remodel sectors like healthcare, leisure, and training, whereas addressing moral challenges and future analysis instructions.
Speaker: Sandeep Singh, Knowledgeable Senior Director
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8. Discovering Actor Look-alikes with Multi-modal LLMs
Anand S will unveil the fascinating world of figuring out actor look-alikes utilizing multi-modal LLMs. This session will reveal how embeddings can uncover clusters of similar-looking actors and supply insights into the overlaps in facial options throughout Hollywood.
Speaker: Anand S, CEO
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9. Agentic AI: The Rise of Autonomous AI Brokers and LangGraph
Arun Prakash Asokan will discover the rise of autonomous AI brokers and the frameworks guiding their growth. Find out about LangGraph and its capabilities in defining agentic AI workflows, and uncover superior RAG strategies for creating extra succesful AI programs.
Speaker: Arun Prakash Asokan, Affiliate Director Knowledge Science
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10. Navigating LLM Tradeoffs: Strategies for Pace, Price, Scale & Accuracy
Kartik Nighania will present methods to optimize massive language fashions throughout dimensions resembling velocity, price, scale, and accuracy. This session will function real-world examples and instruments to reinforce mannequin efficiency and speed up time to market.
Speaker: Kartik Nighania, MLOps Engineer
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Finish Be aware
DataHack Summit 2024 affords a wealth of information and cutting-edge developments in AI. These high 10 classes are a should for anybody seeking to keep forward within the area, providing distinctive insights and hands-on experiences.
Don’t miss out on these must-attend classes to reinforce your experience and drive impactful outcomes at your office.