Activeloop

Course Introduction | Gen AI 360 Foundational Model Certification

Course Introduction and Logistics

Module 1 Introduction - Basics of Retrieval Augmented Generation with Langchain and LlamaIndex

LangChain: Basic Concepts Recap

Introduction to LlamaIndex by Jerry Liu, LlamaIndex CEO

Overview of Retrieval Augmented Generation and Its Components with LlamaIndex CEO Jerry Liu

LlamaIndex Introduction: Precision and Simplicity in Information Retrieval

Challenges with Naive RAG & How to Evaluate RAG Applications with LlamaIndex CEO Jerry Liu

Chat with Your Code: LlamaIndex and Activeloop Deep Lake for GitHub Repositories 🦙🌊

RAG Basics Quiz

Module 2 Introduction - Advanced Retrieval Augmented Generation

Brief Overview of Available Techniques: Fine-tuning, RAG; Activeloop’s Deep Memory

When to do what using LLMs? RAG vs Fine-Tuning vs Deep Memory vs Training LLM from Scratch

Using Deep Memory to Boost Retrieval Accuracy up to 22% on Average

Mastering Advanced RAG Techniques with LlamaIndex

Production-Ready RAG Solutions with LlamaIndex

Iterative Optimization of LlamaIndex RAG Pipeline: A Step-by-Step Approach

How to Use Deep Memory with LlamaIndex to Get +15% RAG hit_rate Improvement for Question Answering on Docs?

Use Deep Memory with LangChain to Get Up to +27% Increase in Accurate Questions Answers to LangChain Code DB

Deep Memory with LangChain RAG Applications Across Legal, Financial, and Biomedical Industries

Advanced Retrieval Augmented Generation (RAG) for Pharmaceuticals: Pill Search

Advanced Retrieval Strategies: Deep Memory, Small to Big Retrieval, Structured and Unstructured Data, Parsing Tables and mroe

Use OpenAI CLIP, LangGraph, & RAG to Generate Competitive Restaurant Insights

Advanced RAG Quiz

Build an AI QR Code Generator with ControlNet, Stable Diffusion, and LangChain

Next-Level Automation: Data Agents In LlamaIndex

Module 3 Introduction - Retrieval Augmented Generation Agents

LangChain Overview: Agents, Tools, and OpenGPT Introduction

LlamaIndex RAG-AGENT: Query and Summarize Over Database

Crafting AI Assistants via OpenAI and Hugging Face API

Building a Multi-Modal Financial Document Analysis and Recall for Tesla Investor Presentations

Smart Shopping Assistant with Deep Lake & LlamaIndex - Introduction

Building a Smart Shopping Assistant with DeepLake and LlamaIndex

PatentPT: How We Finetuned a Large Language Model and Built a Retrieval Engine to Search & Generate Patents

RAG Agents Quiz

Module 4 Introduction - Retrieval Augmented Generation Evaluation and Observability

RAG - Metrics & Evaluation

LangSmith Introduction

RAG Evaluation and Observability Quiz

Introducing the Towards AI Tutor Bot, powered by Activeloop and Intel

Building Fullstack Applications with LlamaIndex: LlamaPacks & more

Technical Report: Boosting Cosine Similarity & Retrieval Accuracy with Intel CPUs & Deep Memory

Interview Jerry Liu on the Future of AI: LlamaIndex, LLMs, RAG, Prompting and more