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Get exclusive access to the latest advancements and industry insights. Explore our conference tracks and register for your pass today.

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 GENERATIVE AI TRACK

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Generative AI is revolutionizing data science and AI. Tools like ChatGPT and DALL-E are captivating both experts and the general public. At the ODSC Generative AI conference track, you’ll gain the skills to join this movement and implement generative AI in your work.

Topics you will learn

  • Generative AI Foundations
  • The Ethical Use of Generative AI
  • Autonomous AI Agents
  • AI Code Assistants
  • Chain-of-Reasoning
  • Synthetic Data Generation
  • Stable Diffusion Models for Generating Images and Videos
  • Stable Diffusion Models for Generating Images and Videos
  • How to use Generative AI in Practice
  • Open Source Agents, RAG, Tools, LLMs
  • Deep Learning Models to Develop these Tools
  • Generative Adversarial Models
  • Business Models & Use Cases
  • And more

AI AGENTS TRACK

AI

AGENTS

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AI Agents are revolutionizing technology by leverage advanced machine learning and natural language processing techniques to perform complex tasks autonomously, enhancing productivity and decision-making.

At the ODSC AI Agents track attendees will gain comprehensive insights into the latest advancements in autonomous AI technologies. They will learn about the architecture and deployment of AI agents, explore real-world applications, and understand how these agents can drive efficiency and innovation in various sectors. Sessions will cover practical implementation strategies, best practices for integrating AI agents into existing systems, and emerging trends in the field. Participants will leave equipped with the knowledge and tools to leverage AI agents to solve complex problems.

Topics you will learn

  • Talks and Hand-on Training
  • AI Agent Architectures
  • LLMs & RAG for Agents
  • LLM and Agent Chaining
  • Building AI Agents
  • Training AI Agents
  • Evaluating and monitoring performance
  • AI Agent Frameworks
  • Autonomous Systems
  • Integration Strategies
  • Emerging Trends in AI Agents
  • Real-world applications
  • LangChain for AI Agents
  • LlamaIndex for AI Agents
  • Chain-of-Thought (CoT)
  • Chain-of-Reasoning (CoR)

LARGE LANGUAGE MODELS (LLMs) & RAG TRACK

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Present by the leading experts in AI, this is one of ODSC’s most popular tracks, this track will cover the latest topics, tools, and advancements in Large language Models (LLMs), Small Language Models (SLMs), and Retrieval-Augmented Generation (RAG) This track delves into the transformative power of using LLMs and also combining LLMs or SML with real-time data retrieval, enhancing the accuracy and relevance of AI-generated responses. Engage in our hands-on workshops demonstrating the latest LLMs, SML, and RAG techniques and their applications, from chatbots to research tools. Hear and learn from leading experts and LLM practitioners on how to make these systems more reliable and effective

Topics you will learn

  • Large langauge Models (LLMs)
  • Small Language Models (SMLs)
  • Building Retrieval-Augmented Generation (RAG)
  • Prompt Engineering
  • Open-Source LLM Toolkits
  • Fine-Tuning Techniques
  • Deploying LLMs in Production
  • Model Observability and Evaluation
  • LLM Guardrails
  • Metadata Filtering and Re-Ranking
  • Cross-Modal & Multi-Modal Retrieval
  • Context Length Improvements
  • Question Answering
  • LLMs for Summarization
  • Hallucinations,Bias,Ethics & Safety
  • Whats Next for LLMs & RAG
  • Human Feedback and Interaction
  • Vector Embeddings for RAG
  • Model Efficiency & Interpretability
  • Open AI’s GPT-4o, & API
  • Mixtral 8x7B, 8x22B
  • Meta’s LlaMa 3
  • LaMDA libraries
  • LangChain
  • LLamaIndex
  • Hugging Face Transformers

 DEEP LEARNING & MULTIMODAL TRACK

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Deep Learning & Multimodal models pushing the boundaries of AI by combining diverse data sources like text, images, and audio. Dive into the latest advancements in this cutting-edge field, from foundation models to innovative applications. Learn how to build models that understand and generate content across multiple modalities, opening up new possibilities in areas like computer vision, natural language processing, and robotics. Explore real-world examples and best practices from leading experts, and gain a deeper understanding of the architectures and techniques that are shaping the future of AI.

Topics you will learn

  • Introduction to Deep Learning with PyTorch and TensorFlow
  • Multimodal Models
  • Adversarial Attacks
  • Latent Diffusion Models
  • Self-Supervised Learning in Vision
  • Deep Generative Models
  • Applications of Multimodal Models
  • And more

MACHINE LEARNING TRACK

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Machine Learning, the foundation of modern AI, is transforming industries and powering countless applications. From recommendation systems to medical diagnostics, machine learning is driving innovation across the board. The ODSC Machine Learning track empowers you with the knowledge and tools to master this transformative technology. Explore the latest algorithms, delve into model optimization techniques, and discover how to build, deploy, and scale machine learning solutions. Join us to unlock the full potential of machine learning and become a leader in the AI revolution.

Topics you will learn

  • Continual Learning
  • Transfer Learning
  • Handling Missing Data
  • Data Centric AI
  • Time series Analysis
  • ML pipelines
  • Neural Networks
  • NLP, Deep Learning, Computer Vision, Pattern Recognition
  • And more

Natural Language Processing Track

 

NLP,

NLU, & NLG 

 

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NLP, NLU (Natural Language Understanding), and NLG (Natural Language Generation) are advancing rapidly. Learn the latest insights, trends, and discoveries in NLP, NLU, and NLG from leading experts. Connect with innovators, explore cutting-edge techniques like pre-trained models, and discover new applications in deep learning, speech-to-text, and semantic search.

Topics you will learn

  • NLP (Natural Language Processing)
  • NLU (Natural Language Understanding)
  • NLG (Natural Language Generation)
  • Build Conversational AI
  • Multilingual NLP
  • Applications of NLP;
  • Sentiment Analysis, Dialog Systems, and Semantic Search etc.
  • Pre-trained Models
  • Training and Fine-tuning Large Language Models
  • Retrieval-Augmented Generation
  • Small Language Models
  • Reinforcement Learning from Human Feedback (RLHF)
  • Prompt Engineering & Prompt Tuning
  • Evaluation LLMS
  • Tools such as LlamaIndex, LangChain, Mistral, Llama 3,
  • Building Generative AI Applications based on LLMS
  • And more

 MACHINE LEARNING SAFETY & SECURITY TRACK

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With the growing use of crowdsourced data to train machine learning models, the risks to ML safety are increasing. ODSC West is one of the first conferences to address this critical issue, covering topics like adversarial attacks, model vulnerabilities, and risk mitigation strategies.

Topics you will learn

  • Building Trust in AI: Safety, Ethics, Transparency, and Accountability
  • Interpretable Machine Learning
  • Adversarial Machine Learning
  • Building trust in autonomous systems
  • Regulating Artificial Intelligence
  • Uncertainty and Robustness in Deep Learning
  • Differential Privacy & Federated Learning
  • And more

AI FOR ROBOTICS TRACK

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Discover the forefront of AI and Robotics, from foundation models to real-world applications. Learn from leading experts, explore cutting-edge techniques, and gain insights into the future of this transformative technology. Join the AI for Robotics track to connect with pioneers and shape the future of society.

Topics you will learn

  • Robotics Foundation Models
  • Reinforcement Learning
  • Robotics and Machine Learning Integration
  • Robotics Datasets
  • Autonomous Agents
  • Field Foundation Models
  • And more

DATA ENGINEERING & BIG DATA TRACK

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Data Analytics has seen rapid advances in recent years. With some of the sharpest minds in data science presenting, learn the latest techniques and processes to analyze raw data, be able to automate data into mechanical processes and algorithms, and hear use-cases focusing on how data can be used to optimize business performance. This focus area will cover many of the techniques for drawing conclusions and insights from raw data. You’ll learn from leading experts in the field and complete the conference with an understanding of how more efficiently and accurately analyze data by demonstrating your knowledge in SQL, Python and Data Storytelling.

Topics you will learn

  • Data Engineering & Big Data Track Topics (Spelling of Engineering needs to be updated on website)
  • From Research to the Enterprise: Leveraging Large Language Models for Enhanced ETL, Analytics, and Deployment
  • Designing ETL Pipelines with Delta Lake and Structured Streaming
  • Building Data Contracts with Open Source Tools
  • Introduction to Apache Arrow and Apache Parquet, using Python and Pyarrow
  • Data Analytics with Graph Representations
  • Modern Data Warehouse, Data Fabric, Data Lakehouse, and Data Mesh
  • Big Data Analytics with Kubernetes and OpenShift
  • Using Graphs for Large Feature Engineering Pipelines
  • Distributed Analytical Database
  • Productionizing AI and LLM Apps
  • Data-Centric AI
  • And more

 MLOPS & LLMOps TRACK

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MLOps & LLMOps are transforming the way machine learning models are developed, deployed, and managed. Learn how to streamline your ML workflows, automate processes, and ensure the reliability and scalability of your models. Discover the latest tools and techniques for managing the unique challenges of large language models (LLMs), from fine-tuning to deployment. Explore real-world use cases and best practices from leading experts, and gain insights into the future of this rapidly evolving field.

Topics you will learn

  • LLMs Model Deployment and Infrastructure
  • LLMs Monitoring and Observability
  • LLMs-as-a-Service
  • Operationalizing Local LLMs Responsibly for MLOps
  • Tracing In LLM Applications
  • Bringing Generative AI into Production
  • Data Automation with LLM
  • LLMs Lifecycle on the Cloud
  • And more

RESPONSIBLE AI TRACK

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With increasing data availability, data science is driving significant social impact. Learn from the successes and failures of organizations applying data science to address global challenges like climate change, agriculture, and disaster management. Discover unique practices in the social sector and explore the workflows and models being utilized.

Topics you will learn

  • Responsible AI: From Principles to Practice
  • Using AI to Overcome Bias & Make Hiring More Equitable
  • Artificial Intelligence for Conservation and Sustainability: From the Local to the Global
  • Machine Learning and Robotics in Healthcare Devices and Rehabilitation
  • Advances and Frontiers in Auto AI and Machine Learning
  • The Role of AI in Society
  • AI Alignment, Governance and Regulation
  • Human-AI Interaction
  • And more

DATA VISUALIZATION & DATA ANALYSIS TRACK

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The data visualization track at ODSC West brings together the world’s most creative minds that are changing the way we visualize, understand, and interact with data. Join a community of designers, data scientists, and developers to learn the art of storytelling, information communication, and data visualization using the latest open source tools and techniques. We offer multiple talks, workshops, and interactive presentations to help you understand and create beautiful, insightful, and actionable data graphics and visuals.

Topics you will learn

  • Introduction to Python for Data Analysis
  • Introduction to Data Visualization
  • Visualization in Bayesian Workflow Using Python or R
  • Data Visualization with Generative AI
  • Data Visualization with LLMS
  • Build with Top Data Visualization Open Source Libraries like Seaborn, Bokeh, Plotly etc,
  • And more

Participate at ODSC West 2024

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As part of the global data science community we value inclusivity, diversity,  and fairness in the pursuit of knowledge and learning. We seek to deliver a conference agenda, speaker program, and attendee participation that moves the global data science community forward with these shared goals. Learn more on our code of conductspeaker submissions, or speaker committee pages.

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Stay current with the latest news and updates in open source data science. In addition, we’ll inform you about our many upcoming Virtual and in person events in Boston, NYC, Sao Paulo, San Francisco, and London. And keep a lookout for special discount codes, only available to our newsletter subscribers!


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Open Data Science
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Cambridge, MA 02142
info@odsc.com

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