AI for Beginners: Inside Large Language Models

2h 59m 17s
English
Paid
November 23, 2024

This compact course is perfectly suited for those who wonder, "How does this artificial intelligence really work?"

Studying large language models (LLM) is important, as they represent a significant step forward in the development of artificial intelligence.

These models, such as ChatGPT, have an astonishing ability to understand, generate, and analyze human language, making them powerful tools for use in a wide range of areas.

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Regardless of whether you work in technology, education, business, or the creative industry, understanding LLM will help you:

  • improve communication,
  • automate tasks,
  • create content,
  • solve complex problems.

And most importantly: as these models become an integral part of everyday applications, basic knowledge about them will give you a competitive advantage and a deeper understanding of future AI-driven innovations!

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# Title Duration
1 Introduction 05:52
2 Introduction to LLMs 05:45
3 Tokens 05:18
4 Word Guessing Machines? 05:51
5 Thinking Like LLMs - Roll a Dice 06:57
6 Inside LLMs 22:14
7 The Transformer Model 07:39
8 Exercise: Visualize the LLM Architecture 03:57
9 The Training Process 09:58
10 Base Model vs. Assistant Model 07:07
11 Thinking Like LLMs - The Reversal Curse 05:15
12 Artificial General Intelligence (AGI) 05:29
13 Exercise: Use ChatGPT to Read the Research 04:48
14 The World of LLMs 06:06
15 Introduction - Through The Looking Glass... 09:45
16 Mechanistic Interpretability - Part 1 13:25
17 Mechanistic Interpretability - Part 2 21:00
18 Scaling Laws - Model Size 12:56
19 Scaling Laws - Dataset Size 08:05
20 Scaling Laws - Training Compute 11:50

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