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Coders In Hoods

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Course overview

LLMs for Engineers

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1 · Inside the transformer

1Tokens and embeddings
2Attention, step by step
3The transformer block

2 · How models are trained

4Pretraining and scaling laws
5Post-training an assistant

3 · Running models in production

6Sampling and hallucination
Exercise answers
- Answer: Measure and catch hallucinations in lease extraction
- Answer: Simulate decoding strategies
7Context windows, KV cache and caching
8Reasoning models and extended thinking
9Choosing and comparing models

CapstoneChoose a model for document extraction Reference implementation

Answers Lesson 6: Sampling and hallucination

Step-by-step answer

Stretch 45 min6 steps

Simulate decoding strategies

Back to the exercise

Previous answerMeasure and catch hallucinations in lease extraction Next answer Watch prompt caching hit and miss

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