📚 Syllabus & Course Curriculum
Data Science & Analytics
Module-by-module breakdown of Human-in-the-Loop: AI Training and RLHF, from foundations to a certified capstone project.
Outline
Define core principles of Human-in-the-Loop Learning and its role in modern AI pipelines • Analyze the role of humans in model training, testing, and continuous monitoring workflows • Compare feedback modalities including labels, rankings, preferences, and corrections
Outline
Evaluate why traditional supervised learning falls short for complex AI alignment tasks • Identify core components of RLHF pipelines and their interdependencies • Examine real-world examples including GPT alignment, code assistants, and human evaluation
Outline
Design effective annotation interfaces and comprehensive task guidelines for labelers • Implement labeler training, calibration protocols, and bias reduction strategies • Apply ranking, preference comparison, and paired evaluation techniques for quality feedback
Outline
Build robust reward models from aggregated human feedback signals • Execute fine-tuning with PPO (Proximal Policy Optimization) for policy improvement • Align LLMs with RLHF objectives while balancing human control and model capability
Outline
Deploy Human-in-the-Loop workflows in production AI environments • Leverage active learning and iterative retraining for continuous model improvement • Integrate APIs, dashboards, and automated feedback loops for scalable operations
Outline
Assess limitations and risks inherent in RLHF implementations • Navigate ethical and legal considerations in HITL system design • Balance human-AI collaboration with appropriate control mechanisms
Outline
Architect end-to-end RLHF pipelines from feedback collection to model deployment • Validate system performance against safety, helpfulness, and harmlessness criteria • Present solutions to expert panel for feedback and industry readiness assessment
Earn government-registered certification in Human-in-the-Loop: AI Training and RLHF
e-Certificate and e-Marksheet issued on successful completion.
