Showing posts with the label Hugging Face

How to Fine-Tune Llama 3 with PEFT and LoRA for Enterprise Data

Most enterprises face a massive wall when trying to adapt Large Language Models (LLMs) like Llama 3 to their proprietary data: the astronomical cost of compute. Full-parameter fine-tuning of an 8B …
How to Fine-Tune Llama 3 with PEFT and LoRA for Enterprise Data

How to Quantize Hugging Face Models to GGUF for CPU Edge Inference

High-performance Large Language Models (LLMs) like Llama 3.1 or Mistral Nemo usually require massive amounts of VRAM to run effectively. If you are trying to deploy these models on a standard lapto…
How to Quantize Hugging Face Models to GGUF for CPU Edge Inference
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