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AI for Beginners: Inside Large Language Models
Introduction
Introduction (5:51)
Exercise: Meet Your Classmates and Instructor
Course Resources
How LLMs Work
Introduction to LLMs (5:44)
Tokens (5:17)
Word Guessing Machines? (5:50)
Thinking Like LLMs - Roll a Dice (6:56)
Inside LLMs (22:13)
The Transformer Model (7:38)
GPT Meaning
Exercise: Visualize the LLM Architecture (3:56)
The Training Process (9:57)
Base Model vs. Assistant Model (7:06)
Thinking Like LLMs - The Reversal Curse (5:14)
Exercise: The Reversal Curse
Artificial General Intelligence (AGI) (5:28)
Exercise: Use ChatGPT to Read the Research (4:48)
The World of LLMs (6:05)
AI Research and the Quest for Artificial General Intelligence
Introduction - Through The Looking Glass... (9:44)
Mechanistic Interpretability - Part 1 (13:24)
Mechanistic Interpretability - Part 2 (20:59)
Scaling Laws - Model Size (12:55)
Scaling Laws - Dataset Size (8:04)
Scaling Laws - Training Compute (11:49)
Exercise: Current AI Trends
Where To Go From Here?
Let's Keep Learning!
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Word Guessing Machines?