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Hyperparameters

Machine Learning Engineer

Hyperparameters questions

7 questions on Hyperparameters for machine learning engineers, easiest first.

Easy 1

How many epochs for LLM SFTeasy

Medium 3

Typical LoRA learning ratemedium
Cosine learning-rate schedulemedium
Different rates for different layersmedium

Hard 3

Loss jumps then output is gibberishhard
Weight decay on LoRAhard
Rank sweep resultshard

More Machine Learning Engineer skills

Deep learning and PyTorch 189 Fine-tuning 165 Machine learning 133 Model evaluation 85 Transformers and LLM internals 31 Statistics and probability 24 Rlhf 21 GPUs and distributed training 20 Maths 19 RAG and vector search 16 Model serving and inference 16 LLM evaluation 16 Performance and debugging 15 Training Data 13 Sft 11 Transfer Learning 10 Training Loop 9 Dpo 9 Optimisers 8 Python and pandas 6 Qlora 6 Data modelling 6 Model monitoring and drift 5 Data Loading 5

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