Large Language Models

Large Language Models (LLMs)

Type	Title	Comments
Course	Introduction to Large Language Models	8 hour free course. Requires enrollment Begins with a very good 15 minute video describing LLMs and their main concepts Includes a collection of useful pages of information about LLMs. Has a mini quiz at the end about LLMs
Video	A Hackers' Guide to Language Models	1h30 YouTube video Describes LLMs and important concepts (e.g., tokenization, training, fine-tuning) Explains some actual models (e.g., GPT-4) and their limitations
Course	Training & Fine-Tuning LLMs for Production	Hands-on course for training, fine-tuning and adapting LLMs to specific tasks Running all of the course’s examples will cost around $100, although it is not necessary to complete the course
Video (Playlist)	Training & Fine-Tuning LLMs Course	Series of 4 YouTube videos of about 1 hour each They explain the basics of LLMs and important concepts (e.g., evaluation, data, training and fine-tuning) in a practical way Skip video #4 since it has audio isues, video #5 is a reupload with fixed audio

Type	Title	Comments
Course	LangChain for LLM Application Development	Series of 8 videos Each video (except for the first and last) is accompanied by a notebook and you are encouraged to explore it, testing different prompts to produce different outputs The course was partially created and taught by the creator of LangChain
Course	LangChain Chat with Your Data	Series of 8 videos Follows up the first course Thoroughly explains how to implement the RAG pipeline using LangChain, offering several different approaches for each of the steps Explains how to produce an end-to-end chatbot that can answer questions about a certain dataset
Video	Vector Embeddings for Beginners	35 minute video Covers vector embeddings, vector databases and LangChain
Video	What is Retrieval-Augmented Generation	6 minute video by IBM Describes some of the challenges presented by LLMs Describes what RAG is and how it solves those problems
Video	Chatbots with RAG: LangChain Full Walkthrough	35 minute video Good explanation of the RAG pipeline Explains how to build a RAG chatbot with code Requires API keys for OpenAI and Pinecone

Type	Title	Comments
Video	PandasAI - Talk to Your Data	27 minute video, presented by the creator of PandasAI Includes an explanation of how it works Shows several examples of PandasAI’s functionalities
Webpage	An Introduction to Pandas AI	Short introduction to PandasAI with examples Covers basic aspects like setting up PandasAI, prompting a dataframe for basic answers and charts