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QLoRA with AutoRound: Cheaper and Better LLM Fine-tuning on Your GPU

The article discusses fine-tuning large language models (LLMs) using QLoRA with different quantization methods, including AutoRound, AQLM, GPTQ, AWQ, and bitsandbytes. It compares their performance and speed, recommending AutoRound for its balance of quality and speed.

2024-10-09 Tags: qlora, llm fine-tuning, quantization methods, bitsandbytes, gptq, aqlm, awq, llm by klotz

Fine-Tune Llama 3.1 Ultra-Efficiently with Unsloth

This article provides a comprehensive guide on fine-tuning the Llama 3.1 language model using Unsloth for efficient parameter-efficient training. It covers concepts like supervised fine-tuning, LoRA, QLoRA, and practical steps for training on a high-quality dataset.

2024-07-30 Tags: llama 3.1, fine-tuning, unsloth, lora, qlora, parameter-efficient training, llm, nlp by klotz

Fine-Tuning LLM Models Course | freeCodeCamp.org

This article announces a comprehensive course on fine-tuning large language models (LLMs) offered on the freeCodeCamp.org YouTube channel. The course, developed by Krish Naik, covers topics such as QLORA, LORA, quantization with LLama2, gradient, and Google Gemma Model, among others. The course aims to help learners deepen their understanding of machine learning and artificial intelligence.

2024-05-24 Tags: freecodecamp, course, fine-tuning, llm, qlora, lora, quantization, llama2 by klotz

Mistral Fine Tuning with QLora

2024-02-22 Tags: mistral, fine tuning, llm, qlora by klotz

Oobabooga QLora Training

2024-01-31 Tags: reddit, llm, oobabooga, qlora, tutorial by klotz

GitHub unsloth: 5X faster 60% less memory QLoRA finetuning

2024-01-29 Tags: llm, qlora, fine tuning, github, quantization by klotz

How to fine-tune an open-source LLaMa using QLoRa

2024-01-28 Tags: llm, qlora, llama, fine tuning, quantization by klotz

Finetune LLMs on your own consumer hardware using tools from PyTorch and Hugging Face ecosystem | PyTorch

efficient method for fine-tuning LLM using LoRA and QLoRA, making it possible to train them even on consumer hardware

2024-01-12 Tags: llm, fine tuning, qlora, lora, peft, pytorch, hugging face, fine-tuning, llms by klotz