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Section 3 chapters · 13 lessons

Deep Learning

Neural networks the way you'll build them today — PyTorch, transformers, Hugging Face, transfer learning, and the techniques that actually matter in production.

  1. 01

    Foundations

    4 lessons
  2. 01 PyTorch quickstart Beginner 8 min
  3. 02 Autograd Intermediate 7 min
  4. 03 Activation functions Beginner 5 min
  5. 04 SGD → Adam → AdamW Intermediate 7 min
  6. 02

    Training

    3 lessons
  7. 05 Learning-rate schedules Intermediate 6 min
  8. 06 Dropout, BN, LN Intermediate 7 min
  9. 07 Mixed precision Advanced 5 min
  10. 03

    Transformers

    6 lessons
  11. 08 Self-attention Advanced 10 min
  12. 09 Multi-head attention Advanced 7 min
  13. 10 Positional encodings & RoPE Advanced 7 min
  14. 11 BERT, GPT, T5 Advanced 8 min
  15. 12 Hugging Face transformers Intermediate 8 min
  16. 13 LoRA & QLoRA fine-tuning Advanced 8 min
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