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Advanced syllabus

16 lessons · ~10.9h total · titles and estimated time only — the full lesson content is for active members.

Weekly

  1. Reproducing a paper from scratch~10 min
  2. Model interpretability study~30 min
  3. Efficient inference optimization~30 min
  4. Transformer architecture deep dive~30 min
  5. Reinforcement learning fundamentals~28 min
  6. Adversarial robustness study~28 min
  7. Distributed training techniques~28 min
  8. Bias and fairness auditing~26 min
  9. Building a multi-agent system~28 min
  10. AI safety and alignment case study~28 min

Monthly

  1. Train a custom model at scale~60 min
  2. Novel application build~55 min
  3. Research reproduction~50 min

Yearly

  1. Original research or major system~90 min
  2. Publish or present~60 min
  3. Lead an AI initiative~75 min
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