llm_practicum.ipynb Introduces LLMS w/ Huggingface and provides sample codes for:
- Quantized Model Inference
- RAG Model Intution
- QLORA finetuning
Classical NLP Methods.ipynb Provides an introduction to basic ML approaches for NLP tasks with focus on multi-class classification. Notebook walks through
- loading data with Pandas
- building simple ML classfication models using sparse representation features
- finetuing language models with Huggingface