QLoRa

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...

Large Language Models (LLMs) have carved a singular area of interest, offering unparalleled capabilities in understanding and generating human-like text. The facility of LLMs might be traced back to their enormous size, often having...

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...

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...

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...

Most large language models (LLM) are too big to be fine-tuned on consumer hardware. As an example, to fine-tune a 65 billion parameters model we'd like greater than 780 Gb of GPU memory. That...