Finetune

The way to Tremendous-Tune Small Language Models to Think with Reinforcement Learning

in fashion. DeepSeek-R1, Gemini-2.5-Pro, OpenAI’s O-series models, Anthropic’s Claude, Magistral, and Qwen3 — there's a brand new one every month. Once you ask these models a matter, they go right into a ...

The Only Guide You Must Superb-Tune Llama 3 or Any Other Open Source Model

Superb-tuning large language models (LLMs) like Llama 3 involves adapting a pre-trained model to specific tasks using a domain-specific dataset. This process leverages the model's pre-existing knowledge, making it efficient and cost-effective in comparison...

High quality-tune Google Gemma with Unsloth and Distilled DPO on Your Computer

Following Hugging Face’s Zephyr recipeFinding good training hyperparameters for brand spanking new LLMs is all the time difficult and time-consuming. With Zephyr Gemma 7B, Hugging Face seems to have found a great recipe for...

Wonderful-Tune Your LLM Without Maxing Out Your GPU

How you may fine-tune your LLMs with limited hardware and a good budgetWith the success of ChatGPT, we now have witnessed a surge in demand for bespoke large language models.Nonetheless, there was a barrier...

Effective-tune MPT-7B on Amazon SageMaker 1. Install dependencies and set S3 paths 2. Construct a fine-tuning dataset 3. SageMaker Training job 4. Summary

Learn methods to prepare a dataset and create a training job to fine-tune MPT-7B on Amazon SageMakerNew large language models (LLMs) are being announced every week, each attempting to beat its predecessor and take...

High-quality-tune Falcon-7B on Your GPU with TRL and QLoRa

A State-of-the-Art LLM Higher than LLaMa for FreeThe Falcon models are state-of-the-art LLMs. They even outperform Meta AI’s LlaMa on many tasks. Although they're smaller than LlaMa, fine-tuning the Falcon models still requires top-notch...

High-quality-tune Falcon-7B on Your GPU with TRL and QLoRa

A State-of-the-Art LLM Higher than LLaMa for FreeThe Falcon models are state-of-the-art LLMs. They even outperform Meta AI’s LlaMa on many tasks. Although they're smaller than LlaMa, fine-tuning the Falcon models still requires top-notch...

Nice-tune Falcon-7B on Your GPU with TRL and QLoRa

A State-of-the-Art LLM Higher than LLaMa for FreeThe Falcon models are state-of-the-art LLMs. They even outperform Meta AI’s LlaMa on many tasks. Though they're smaller than LlaMa, fine-tuning the Falcon models still requires top-notch...

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