Society 5.0 - Assuring Privacy, Ethics, and Trustworthiness in an AI-Driven World
Explore privacy, ethics, and trustworthiness in Society 5.0's AI-driven world. Learn how data scientists can lead in creating a balanced, human-centered digital future.
Better Photos - Leveraging Product Insights to Optimize Machine Learning Models
Explore advanced analytical techniques for optimizing photo selection in dating apps. Learn about statistical considerations, product insights, and impact on engagement and revenue metrics.
5 Pitfalls of Large Language Models in Production and How to Solve Them
Uncover challenges and strategies for managing Large Language Models in production. Learn to detect hallucinations, minimize risks, and optimize performance through continuous monitoring and AI observability.
Recommenders with Values: Developing Recommendation Engines in a Public Service Organization
Explore how BBC develops recommender systems aligned with public service values, addressing methodological and cultural challenges in content recommendation for diverse audiences.
Vector and Hybrid Search with Elasticsearch
Explore vector and hybrid search in Elasticsearch, covering classic search limitations, models, implementation, and integration with LLMs like ChatGPT for enhanced data retrieval.
Boost Your AI Projects with Unknown Data and Unknown Questions
Leverage data products, implement hybrid model deployment, and drive AI innovation by accessing unknown data with unknown questions for transformative advancements in your projects.
MLOps and LLMOps: From Prompt to Observability - Lecture 1
Explore MLOps, AI observability, and LLMOps integration. Gain insights on implementing AI stores for enhanced management and governance of traditional and generative AI solutions across organizations.
Using Generative AI to Better Understand B2B Audiences - From Topic Modelling to Text Classification
Explore how Generative AI and LLMs enhance B2B audience understanding through topic modeling and text classification, improving data quality and audience interest analysis.
Building Intelligent Systems with MoE, Multimodality, and Crowd of Agents
Explore advanced AI systems using MoE, multimodality, and agent crowds. Learn techniques for building composite intelligent systems beyond single algorithms or models.
Can We Trust AI? Understanding and Training Virtual Assistants
Explore the importance of training virtual assistants, their potential pitfalls, and how to ensure AI reliability. Gain insights into effective AI interaction and learn to share your expertise with others.
Prompt Engineering - Chat with Confidence and Build AI Solutions
Discover best practices for prompt engineering, learn to chat confidently with LLMs, and explore AI solution examples in this introductory-level talk.
Fighting Skin Disease with AI: Leveraging Computer Vision for Skin Health Monitoring
Explore how AI and computer vision are revolutionizing skin health monitoring and empowering informed skincare decisions at scale.
Improving Complex RAG Systems and Achieving No-Regret, Lightning-Fast Deployment Iterations of LLMs
Enhance RAG systems and deploy LLM applications rapidly using AWS lambda aliases. Learn to evaluate production systems and overcome LLM limitations for safer, faster iterations.
Explaining Explainability: An Interdisciplinary Approach to Communicate Machine Learning Outcomes
Explore an interdisciplinary approach to communicating machine learning outcomes through explainable AI, combining technical interpretations with socio-technical perspectives for enhanced understanding.
Quantifying AI and What Comes Next - From Single Purpose to General Purpose
Explore the evolution of AI from single-purpose to general-purpose systems, drawing parallels with computing history and examining future implications through an entropic framework.
Navigating the AI Revolution: A Blueprint for Business Success
Develop a robust AI strategy for business success. Learn to identify opportunities, integrate solutions, and establish scalable infrastructure to transform operations and enhance customer experiences.
Transforming Legal Science into Data Science - Preparing Tax and Legal Industry for AI Revolution
Transform legal and tax industries for AI revolution: learn change management strategies and overcome resistance to technological advancements in traditional sectors.
Simple and Constrained LLM Agents - Building Controlled AI Systems for Production
Explore building simple, constrained LLM agents for fintech, balancing control and generalizability while mitigating risks in complex production ecosystems.
AI, Integrity and the Academy - Impact of Generative Tools in Higher Education
Explore the impact of generative AI tools on academic integrity, fairness, and equity in higher education. Discuss concerns, mitigations, and future directions.
The Power of Knowledge Graphs and AI - A New Era for Developers and Data Scientists
Explore Knowledge Graphs and AI: Learn technical aspects, real-world applications, and future trends. Discover how to leverage these technologies for data harmonization and inference.
Building RAG Systems with Mixed Numeric and Text Data - Workshop
Learn to build high-performing RAG systems by combining numeric and text data embeddings. Explore efficient retrieval techniques for LLMs and improve chatbot performance using an HR policy example.