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Reducing the cost of LLMs with quantization and efficient fine-tuning: how can businesses benefit from Generative AI with limited hardware?

deepsense.ai

The most powerful models like those from OpenAI (ChatGPT, GPT-4), Google (Gemini Ultra) and several open-source alternatives (Falcon, Llama 2 or Mixtral, to name a few) are astonishingly performant, even superior to humans in many tasks. The two main topics we will dive into are quantized inference and parameter-efficient fine-tuning.