English | MP4 | AVC 1920×1080 | AAC 44KHz 2ch | 20 Lessons (2h 59m) | 824 MB
Understand how LLMs actually work under the hood from scratch with practical and fun lessons. No prior knowledge required!
Understand how LLMs actually work under the hood from scratch with practical and fun lessons. Beginners are very welcome…no prior knowledge required!
What you’ll learn
- Learn the fundamentals of Large Language Models with engaging, beginner-friendly explanations
- Gain practical experience and a deeper understanding of both the benefits and shortcomings of
- LLMs through hands-on exercises
- Understand the breakthroughs that have enabled the creation of frontier models that power ChatGPT
- Go beyond the basics to understand how LLMs predict the next word and whether they are truly Artificial Intelligence
Table of Contents
1 Introduction
2 Introduction to LLMs
3 Tokens
4 Word Guessing Machines
5 Thinking Like LLMs – Roll a Dice
6 Inside LLMs
7 The Transformer Model
8 Exercise Visualize the LLM Architecture
9 The Training Process
10 Base Model vs. Assistant Model
11 Thinking Like LLMs – The Reversal Curse
12 Artificial General Intelligence (AGI)
13 Exercise Use ChatGPT to Read the Research
14 The World of LLMs
15 Introduction – Through The Looking Glass…
16 Mechanistic Interpretability – Part 1
17 Mechanistic Interpretability – Part 2
18 Scaling Laws – Model Size
19 Scaling Laws – Dataset Size
20 Scaling Laws – Training Compute
Resolve the captcha to access the links!