Fine-tuning

Published on
September 12, 2024
Setting Up Your LLM Fine-tuning Environment: Hardware, Software, and Best Practices
LLM Fine-tuning Transformers CUDA PyTorch Environment-Setup GPU
Complete guide to setting up a robust development environment for LLM fine-tuning, covering hardware requirements, software installation, data preparation workflows, and optimization techniques.
Published on
September 5, 2024
LLM Fine-tuning Fundamentals: Understanding When and How to Fine-tune
llm fine-tuning machine-learning transformers python
A comprehensive introduction to LLM fine-tuning covering key concepts, different approaches, and guidance on choosing the right method for your use case.
Published on
August 15, 2024
LoRA and QLoRA: Efficient LLM Fine-tuning on Consumer Hardware
llm lora qlora fine-tuning python
Understand how LoRA enables fine-tuning of billion-parameter models on consumer GPUs by learning low-rank adaptations instead of updating all weights.