Generative AI

Mastering Gen AI: Advanced Fine-Tuning for LLMs

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Improve proficiency in optimizing LLMs by instruction-tuning, RLHF, DPO, and PPO utilizing Hugging Face to enhance model efficacy.

Key AI Functions:generative ai, dpo, ppo, llm

Description for Mastering Gen AI: Advanced Fine-Tuning for LLMs

  • Instruction Tuning and Reward Modeling: Acquire knowledge in instruction tuning and reward modeling with Hugging Face for the optimization of large language models.

  • Reinforcement Learning with Human Feedback (RLHF): Utilize large language models (LLMs) as policies in conjunction with reinforcement learning and human feedback.

  • Direct Preference Optimization (DPO): Employ DPO in conjunction with partition functions and Hugging Face to achieve optimal solutions.

  • Proximal Policy Optimization (PPO): Use Hugging Face for scoring functions and dataset tokenization.

Level: Intermediate

Certification Degree: Yes

Languages the Course is Available: 1

Offered by: On edX provided by IBM

Duration: 2-4 hours per week 2 weeks (approximately)

Schedule: Flexible

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