OpenSource Connections Courses

Personalizing Search Using Multimodal Latent Behavioral Embeddings

Explore personalized search using multimodal latent behavioral embeddings. Learn to integrate user behavior into modern search retrieval pipelines for RAG and end-user search, enhancing relevance and user experience.

• YouTube
• 45 minutes
• On-Demand
• Free Video

Chat With Your Data - A Practical Guide to Production RAG Apps

Learn to build production-ready RAG applications with insights from Moody's rapid development. Gain strategies for embedding, relevance measurement, cost management, and team organization for impactful AI-driven data interaction.

• YouTube
• 47 minutes
• On-Demand
• Free Video

Evolution of Moody's Search and AI - From Legacy Systems to Cloud-Native Solutions

Explore Moody's journey from legacy SOLR to cloud-native AWS OpenSearch, enhancing search architecture with AI integration and custom relevance systems for improved cross-product usability and intelligent search experiences.

• YouTube
• 57 minutes
• On-Demand
• Free Video

Measuring and Improving Retrieval in RAG Systems - Haystack US 2024

Learn techniques to measure and enhance retrieval quality in RAG systems, exploring alternatives to human expert judgments and methods for tuning retrieval to improve generated responses.

• YouTube
• 32 minutes
• On-Demand
• Free Video

Revisiting the Basics: How Round Robin Improved Search Relevancy - Haystack US 2024

Explore how a simple Round Robin algorithm significantly improved search relevance in an enterprise application, challenging the notion that complex solutions are always better.

• YouTube
• 40 minutes
• On-Demand
• Free Video

Expanding RAG with Multimodal Capabilities - Haystack US 2024

Explore multimodal RAG workflows for enhanced retrieval and generation, incorporating text, tables, and images. Live demo showcases PDF processing, vector database usage, and LLM-enriched responses.

• YouTube
• 47 minutes
• On-Demand
• Free Video

Lightning Talks on Search Relevance and AI - Haystack US 2024

Explore cutting-edge search and AI topics through lightning talks from Haystack US 2024. Gain insights on information retrieval, LLMs, vector search, semantic search, and more from industry experts.

• YouTube
• 1 hour 3 minutes
• On-Demand
• Free Video

Retro Relevance: Lessons Learned Balancing Keyword and Semantic Search

Explore strategies for enhancing search relevance by combining traditional keyword-based methods with semantic search, addressing limitations and improving user satisfaction.

• YouTube
• 49 minutes
• On-Demand
• Free Video

Your Search Engine Needs a Memory - Haystack US 2024

Discover how User Behavior Insights system standardizes data collection for search professionals, enabling improved relevance and user experience through analysis of search patterns and behaviors.

• YouTube
• 50 minutes
• On-Demand
• Free Video

Why RAG Projects Fail and How to Make Yours Succeed

Explore common pitfalls in RAG projects and learn strategies to ensure success. Gain insights on project organization, execution, and overcoming challenges in implementing chatbots and QA systems.

• YouTube
• 48 minutes
• On-Demand
• Free Video

Comparing AI-Augmented Information Retrieval Strategies

Explore AI-powered information retrieval strategies with Women of Search experts. Analyze fine-tuning ML models, RAG pipelines, and reranking methods for optimal use in search applications.

• YouTube
• 52 minutes
• On-Demand
• Free Video

Benchmarking Embeddings for Similar Image Retrieval - Zucchini or Cucumber?

Explore image-based recommendations for grocery shopping using AI. Learn to build and evaluate benchmarks for image vectorization models, improving differentiation between similar food items.

• YouTube
• 42 minutes
• On-Demand
• Free Video

Search and Retrieval - AI's Most Successful Hack

Explore hybrid search in RAG systems, combining metadata filtering and re-ranking for scalable LLM recommenders. Learn core concepts of retrieval, filtering, and ranking.

• YouTube
• 30 minutes
• On-Demand
• Free Video

Search Query Understanding with LLMs: From Ideation to Production

Explore Yelp's journey in leveraging LLMs for search query understanding, from concept to production. Learn about challenges, solutions, and the impact on user experience in search functionality.

• YouTube
• 48 minutes
• On-Demand
• Free Video

Exploring Dense Vector Search at Scale

Explore dense vector search at scale, balancing cost, speed, and quality. Learn reusable methods for testing index and query performance, gaining insights for integrating vector search into existing pipelines.

• YouTube
• 43 minutes
• On-Demand
• Free Video