Thank you for sending your enquiry! One of our team members will contact you shortly.
Thank you for sending your booking! One of our team members will contact you shortly.
Course Outline
Introduction to Reinforcement Learning from Human Feedback (RLHF)
- Understanding RLHF and its significance.
- Comparing RLHF with supervised fine-tuning methods.
- Applications of RLHF in modern AI systems.
Reward Modeling with Human Feedback
- Collecting and structuring human feedback.
- Building and training reward models.
- Evaluating the effectiveness of reward models.
Training with Proximal Policy Optimization (PPO)
- Overview of PPO algorithms for RLHF.
- Implementing PPO alongside reward models.
- Iteratively and safely fine-tuning models.
Practical Fine-Tuning of Language Models
- Preparing datasets for RLHF workflows.
- Hands-on fine-tuning of a small LLM using RLHF.
- Challenges and mitigation strategies.
Scaling RLHF to Production Systems
- Infrastructure and compute considerations.
- Quality assurance and continuous feedback loops.
- Best practices for deployment and maintenance.
Ethical Considerations and Bias Mitigation
- Addressing ethical risks in human feedback.
- Strategies for bias detection and correction.
- Ensuring alignment and safe outputs.
Case Studies and Real-World Examples
- Case study: Fine-tuning ChatGPT with RLHF.
- Other successful RLHF deployments.
- Lessons learned and industry insights.
Summary and Next Steps
Requirements
- A solid understanding of supervised and reinforcement learning fundamentals.
- Practical experience in model fine-tuning and neural network architectures.
- Familiarity with Python programming and deep learning frameworks (e.g., TensorFlow, PyTorch).
Target Audience
- Machine learning engineers.
- AI researchers.
14 Hours
Custom Corporate Training
Training solutions designed exclusively for businesses.
- Customized Content: We adapt the syllabus and practical exercises to the real goals and needs of your project.
- Flexible Schedule: Dates and times adapted to your team's agenda.
- Format: Online (live), In-company (at your offices), or Hybrid.
Price per private group, online live training, starting from 2600 € + VAT*
Contact us for an exact quote and to hear our latest promotions
