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Building LLMs from scratch

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Dormant Last read · last published · next check
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Lecture 15: Coding the self attention mechanism with key, query and value matrices

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Lecture 14: Simplified Attention Mechanism - Coded from scratch in Python | No trainable weights

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Lecture 13: Introduction to the Attention Mechanism in Large Language Models (LLMs)

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Lecture 12: The entire Data Preprocessing Pipeline of Large Language Models (LLMs)

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Lecture 11: The importance of Positional Embeddings

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Lecture 10: What are token embeddings?

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Lecture 9: Creating Input-Target data pairs using Python DataLoader

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Lecture 8: The GPT Tokenizer: Byte Pair Encoding

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Lecture 7: Code an LLM Tokenizer from Scratch in Python

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Lecture 6: Stages of building an LLM from Scratch

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Lecture 5: How does GPT-3 really work?

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Lecture 4: What are transformers?

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Lecture 3: Pretraining LLMs vs Finetuning LLMs

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Lecture 2: Large Language Models (LLM) Basics

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Lecture 1: Building LLMs from scratch: Series introduction

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