Understanding OpenAI's Reinforcement Learning with Human Feedback
Explore the fascinating world of RLHF (Reinforcement Learning with Human Feedback)—the powerful technique behind the success of ChatGPT and other large language models!
In this video, we’ll cover:
What is RLHF?: A simple analogy to explain pre-training, fine-tuning (SFT), and alignment.
The role of feedback: How AI models learn and improve through iterative feedback processes, inspired by mentorship systems.
Reward models and alignment: The importance of reward models in guiding AI responses and the challenges involved.
New approaches: Alternatives like DPO (Direct Preference Optimization) and how they simplify training compared to traditional PPO methods.
Practical insights: Why RLHF is essential for aligning AI models with human expectations and reducing errors.
If you’re curious about the technology that makes conversational AI reliable and effective, this video is for you.
Check out the related articles and resources in the comments for deeper insights, and share your thoughts or questions below! 🚀
Paper: "Training language models to follow instructions with human feedback"
#AI #MachineLearning #OpenAI #reinforcementlearning #ArtificialIntelligence
Explore the fascinating world of RLHF (Reinforcement Learning with Human Feedback)—the powerful technique behind the success of ChatGPT and other large language models!
In this video, we’ll cover:
What is RLHF?: A simple analogy to explain pre-training, fine-tuning (SFT), and alignment.
The role of feedback: How AI models learn and improve through iterative feedback processes, inspired by mentorship systems.
Reward models and alignment: The importance of reward models in guiding AI responses and the challenges involved.
New approaches: Alternatives like DPO (Direct Preference Optimization) and how they simplify training compared to traditional PPO methods.
Practical insights: Why RLHF is essential for aligning AI models with human expectations and reducing errors.
If you’re curious about the technology that makes conversational AI reliable and effective, this video is for you.
Check out the related articles and resources in the comments for deeper insights, and share your thoughts or questions below! 🚀
Paper: “Training language models to follow instructions with human feedback”
#AI #MachineLearning #OpenAI #reinforcementlearning #ArtificialIntelligence
