CS · Level 4
4.1 How LLMs Work
Take a peek under the hood of large language models (LLMs) to understand how they work.
Intro to Language Models
Predicting the Next Word
Calculating Word Probabilities
Creativity and Coherence
Improving Models
Preprocessing
Tokenization
Turning Text into Data
Using Dictionaries
Counting Unique Words
Bigrams and Mutability
Bigram Frequency and Tuples
Bigram Analysis
Building a Language Model
Course description
Take a peek under the hood of large language models (LLMs) to understand how they work.
Prerequisites and next steps
Using a live chat interface, this course explores large language models, including how corpora are built, ngram models, tokenization, and temperature.
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5.1 Introduction to Neural Networks
Delve into the inner machinery of neural networks to discover how these flexible learning tools actually work.
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