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The GenAI Guidebook

Fast Track

Personalized Plans
LLM Starter Pack

The Fundamentals

Neural Network Quickstart
(Small) Language Model Intuition

Text Models

How we got here
Large Language Models and Transformers Overview
GPT from “scratch” in Flax
Pretraining
Fine-Tuning Overview
Model Evaluation

Reinforcement Learning

RL in the age of LLMs
Key Ideas in RL
Reinforcement Learning Basics
Basic LLM Pretraining
Proximal Policy Optimization

Applications

Building Applications
Language Model Systems
Quantization
Risk and Safety
Agents
Inference Optimization

Image Models

Image Tokenization
Tutorial - Image Tokenization and Reconstruction
Diffusion Models

Audio Models

Audio Tokenization
Audio Features
Audio Tokenization in Practice

Deep Dives

LLAMA 2 Paper and Model Deep Dive
Red Teaming Language Models
Big Bench
AI Risk Assessment Framework
Universal LLM Hacks
Tuning in 5, 15, 50 Minutes

Appendix

Glossary
Model Distiller
Local Fine Tuning
Bibliography

Repository
Open issue

Index

To read my other work visit www.ravinkumar.com

By Ravin Kumar

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