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Rakuten partners with OpenAI to enhance services using AI. Leverages data from 1.8B users across 70 platforms. Improves customer service, shopping experience, and B2B consulting. Plans for voice and vision AI capabilities.

NVIDIA's AI tech transforms STEM education globally. GPU-accelerated curriculum in 5,000+ schools prepares students for AI-driven jobs. Offers RTX AI Toolkit, RAPIDS libraries, robotics support, and remote learning tools.

Mistral AI enables model customisation via La Plateforme and introduces AI Agents, allowing developers to create complex, shareable workflows.

The guide suggests fine-tuning, particularly parameter-efficient fine-tuning, as a more viable approach for smaller teams with limited resources compared to pre-training methods.

The guide identifies five scenarios where fine-tuning excels: customising tone and format, improving accuracy, addressing niche domains, reducing costs via distillation, and developing new abilities.

Meta AI's guide emphasises dataset quality for fine-tuning LLMs, suggesting small high-quality datasets often outperform larger low-quality ones. It compares full fine-tuning and PEFT techniques.