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Educational Materials

Welcome to the LLMOps community education materials section. Here you will find a collection of resources that we have compiled to help you learn more about LLMs fundamentals and related topics. 🏅

This page includes the latest:

  ✅ Blog articles

  ✅ Video tutorials

  ✅ LLM-related courses

Recommended Blog Posts

Blogs related to LLMs that you’d love to read 📄

Recommended Videos

Here, we've curated a fantastic selection of insightful videos to expand your knowledge about LLMs and LLMOps, paving the way for a quick start in this space. 💡

Topic
Published Date
Link to Video
Platypus 70B: The New Open-Source LLM King
Aug 12, 2023
Programmatic Access to LLMs in Wolfram Language
July 31, 2023
Huggingface Agents: Multimodal Transformers Agents
May 13, 2023
LLMOps: Deployment and Learning in Production
May 11, 2023
Launch an LLM App in One Hour
May 11, 2023
LangChain Crash Course: Build a AutoGPT app in 25 minutes
Apr 24, 2023
Reinforcement Learning from Human Feedback: Progress and Challenges
Apr 20, 2023
LangChain for Gen AI and LLMs
Jan 25, 2023
Let's build GPT: from scratch, in code, spelled out
Jan 17, 2023
Transformers United 2023: Introduction to Transformers
Jan 10, 2023
The Future of LLMs, Foundation & Generative Models
Oct 24, 2022
The spelled-out intro to language modeling: building makemore
Sep 8, 2022
Bloom (Text Generation Large Language Model - LLM): Step-by-step implementation
Aug 14, 2022
The Narrated Transformer Language Model
Oct 26, 2020

Courses for Basics and Fundamentals

Courses that we recommend and that explain the building blocks of the LLM space:

Stanford CS324 - Large Language Models

In this course, students will learn the fundamentals about the modeling, theory, ethics, and systems aspects of large language models, as well as gain hands-on experience working with them.

Stanford CS25: Transformers United

In this course, learn how transformers work, and dive deep into the different kinds of transformers and how they're applied in different fields.

Full Stack LLM Bootcamp

Learn best practices and tools for building LLM-powered apps

LangChain for LLM Application Development- Andrew Ng

In LangChain for LLM Application Development, you will gain essential skills in expanding the use cases and capabilities of language models in application development using the LangChain framework.

LangChain & Vector Databases in Production

In this course, you will learn how to leverage LangChain, a robust framework for building applications with LLMs, and explore Deep Lake, a groundbreaking vector database for all AI data.

👩‍💻 Interested in contributing to the education library of the LLMOps community or adding new resources related to LLMs? Reach out to community moderators with a link on Discord, if approved your suggested resource will be added and you’ll earn an exclusive contributor badge. 🏅😎

Please avoid marketing or self-promotional content!