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Classroom Contents
How Replit Trained Their Own LLMs - LLM Bootcamp
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- 1 Why train your own LLMs?
- 2 The Modern LLM Stack
- 3 Data Pipelines: Databricks & Hugging Face
- 4 Preprocessing
- 5 Tokenizer Training
- 6 Running Training: MosaicML, Weights & Biases
- 7 Testing & Evaluation: HumanEval, Hugging Face
- 8 Deployment: FasterTransformer, Triton Server, k8s
- 9 Lessons learned: data-centrism, eval, and collaboration
- 10 What makes a good LLM engineer?
