OpenAI Alternatives: Comparing Retrieval Models for RAG - Cohere Embed v3 and Open Source
Explore top retrieval models for RAG: OpenAI's text-embedding-ada-002, Cohere's Embed v3, and e5-base-v2. Compare performance, inference speeds, and results across various tests to enhance your AI applications.
Recommending the Right Product to Users - JSON Mode without Function Calling
Explore building a GPT-powered sales agent using JSON mode, with and without RAG, to recommend products based on user preferences through natural conversation.
Bring Your App into the AI-Age with Weaviate and Docker - DockerCon 2023
Explore integrating AI capabilities into your applications using Weaviate and Docker. Learn about vector databases, LLMs, and overcoming hallucination through Retrieval Augmented Generation for AI-powered features.
Building a Star Wars AI RAGbot in 2 Hours - Simple Tutorial
Build a Star Wars AI RAGbot in just 2 hours! Learn to create an interactive chatbot using AI and retrieval-augmented generation techniques, bringing the galaxy far, far away to life.
Setting Up a RAG Demo on NVIDIA AI Workbench - Step-by-Step Tutorial
Step-by-step guide to set up a retrieval-augmented generation (RAG) system using NVIDIA AI Workbench, enabling developers to create AI projects on their local machines without a GPU in about an hour.
The Future of AI: LLMs, AGI, and Beyond - Part 2
Exploring AI's evolution, LLMs, and AGI with insights on enterprise adoption, vector databases, and the interplay of art and technology. Delves into key concepts shaping AI's future trajectory.
LLM News: Moshi, RAG Best Practices, State of AI Report, and Recent AI Developments
Explore latest AI advancements: Moshi, RAG practices, State of AI Report, Million Tiny Experts, GPT4All, and RouteLLM. Gain insights into cutting-edge developments shaping the future of artificial intelligence.
Deploying Mixtral 8X7B - An Open AI Agent for Advanced NLP Tasks
Explore deploying Mixtral 8X7B, an impressive open-source LLM outperforming GPT-3.5. Learn setup, prompt formatting, agent capabilities, and integration with RAG for enhanced AI applications.
Retrieval Augmentation and Semantic Search at Scale
Explore vector search, retrieval-augmented generation, and scaling challenges. Learn from benchmarks, AI pre-training experiments, and serving billions of vectors. Discover optimal GPU choices and efficient search result serving methods.
A New Stack for the Generative AI Era
Explore the future of Generative AI technology, including autonomous agents, human-like memory integration, and multi-model systems in this insightful talk on emerging AI stacks.
Revolutionizing AI Data Management with LlamaIndex - Gradient Dissent Podcast
Explore AI data management innovation with LlamaIndex CEO Jerry Liu, covering integration of diverse data formats, retrieval techniques, and the future of AI-driven systems in this insightful discussion.
Retrieval-Augmented Generation and Making AI Work for You - with Guil Hernandez
Explore retrieval-augmented generation and learn to customize AI models with your own data, enhancing their ability to answer unique questions about your business or projects.
ADVANCED Python AI Agent Tutorial - Using RAG
Learn to create an AI agent with RAG capabilities, utilizing various tools for task-specific actions. Explore data querying, agent building, and unstructured data handling in Python.
First Principles of OCI Generative AI Service - Architecture and Implementation
Explore OCI Generative AI Service's mechanics, including flexible LLM fine-tuning and improved GPU cluster management for simplified, cost-effective AI application integration.
Building Simple and Efficient Chatbots Step-by-Step
Learn to create efficient chatbots using LangChain Framework. Explore LLM fundamentals, effective prompting, and the RAG approach to enhance automation and simplify complex processes.
Resource-Aware Scheduling for Production GenAI with RAG on Multicluster Cloud Kubernetes
Optimizing GenAI and RAG deployment on multi-cluster Kubernetes: resource-aware scheduling for efficient, scalable, and cost-effective production environments across geographies.
Advanced RAG with Llama 3 in LangChain - Building a PDF Chat System
Learn to build an advanced RAG system using LangChain, Llama 3, and open models. Parse PDFs, create embeddings, use vector databases, and implement reranking for intelligent question-answering.
AI Agent Evaluation with RAGAS Using LangChain, Claude 3, and Pinecone
Learn to evaluate AI agents using RAGAS, covering metrics like context recall, precision, faithfulness, and answer relevancy for improved RAG pipeline performance.
Build a RAG-Based LLM App in 20 Minutes - Langflow Tutorial
Learn to build an AI app using RAG and Langflow without coding. Create a chatbot, integrate OpenAI, use vector databases, and implement retrieval-augmented generation in minutes.
Turn VS Code Into a Generative AI Prompt IDE for RAG Applications
Learn to build and evaluate RAG applications using AIConfig in VS Code. Transform your editor into a prompt IDE for efficient AI development, testing, and optimization.
Open Source Multi-Modal RAG with ChromaDB Using OpenCLIP Embeddings
Explore open-source multi-modal RAG system using ChromaDB and OpenCLIP embeddings. Learn implementation, code review, and get a preview of advanced coding techniques for AI-powered information retrieval.