LLM and RAG | Updated with AI Agents

About this course

Welcome to a succinct and dynamic course tailored for individuals keen on diving into the world of Large Language Models (LLMs) and building custom applications. Whether you're a corporate IT professional concerned with data privacy or an AI enthusiast eager to leverage the power of LLMs, this course is designed for you! Here’s a sneak peek of what we’ll explore:Journey from NLP to LLMs:Unveil the evolution from Natural Language Processing (NLP) to the advent of LLMs and understand the significance of this progression.Technology Underpinning LLMs:Delve into the core technologies driving LLMs including Recurrent Neural Networks (RNNs), Long Short-Term Memory networks (LSTMs) and Transformers.Fine TuningBuilding LLM-based Web Applications:Get hands-on with Streamlit and the OpenAI API to construct interactive web applications powered by LLMs.Step-by-step guidance on crafting web applications for chatbots, engaging with PDF files, and summarizing web pages.Building RAG applicationsIntroduction to LangChain:Explore LangChain as a framework to further enhance your LLM application development experience.ResourcesAll the codes and datasets used in the program are provided as downloadable resources.Refresher on Core NLP:A module for those wanting to brush up on the fundamentals of NLP to better grasp the advanced concepts presented.This course is a living entity! As the field of LLMs evolves, so will the course material to ensure you stay updated with the latest advancements.This course is perfectly suited for those aspiring to