LLM Fine-Tuning from Scratch

Master the complete fine-tuning pipeline from basics to covering tokenization, dataset curation, LoRA & QLoRA techniques, training on Hugging Face, evaluating model performance, and deploying your custom LLM via API.

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Hugging Face Inference Endpoints FastAPI Documentation Deploying LLMs: A Practical Guide

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LLM Fine-Tuning from Scratch

Module 1: Foundations of LLMs & Tokenization

Module 2: Dataset Curation & Preparation

Module 3: Introduction to Fine-Tuning & PEFT

Module 4: Advanced PEFT: QLoRA & Training with Hugging Face

Module 5: Model Evaluation & Benchmarking

Module 6: Deployment & API Integration

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