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Week 13: Data, Evaluation & Capstone

Phase VI · Days 85–91 · 17.5 hours

This week covers the practical realities of robot learning: data collection pipelines, augmentation, policy evaluation methodology, debugging learned policies, and a capstone project training a diffusion policy.

Daily Lessons

Day Topic Focus
85 Data Collection Day 1 Teleoperation, Open X-Embodiment, RLDS
86 Data Collection Day 2 Augmentation, domain randomization
87 Policy Evaluation Success rate, sim vs real metrics
88 Debugging Learned Policies Failure modes, visualization
89 Phase VI Capstone Day 1 Train a diffusion policy
90 Phase VI Capstone Day 2 Evaluation and ablations
91 Phase VI Capstone Day 3 Checkpoint quiz (8 questions)

Study Notes Reference