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cornell ece

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  1. Cornell ECE 5545: ML HW & Systems. Lecture 0: IntroductionMachine Learning Hardware and Systems (Cornell Tech, Spring 2022)Notes
  2. Cornell ECE 5545: ML HW & Systems. Lecture 1: DNN ComputationsMachine Learning Hardware and Systems (Cornell Tech, Spring 2022)Notes
  3. Cornell ECE 5545: ML HW & Systems. Lecture 2: ML Hardware I (metrics and roofline)Machine Learning Hardware and Systems (Cornell Tech, Spring 2022)Notes
  4. Cornell ECE 5545: ML HW & Systems. Lecture 3: ML Hardware II (efficiency)Machine Learning Hardware and Systems (Cornell Tech, Spring 2022)Notes
  5. Cornell ECE 5545: ML HW & Systems. Lecture 4: ML Hardware III (case studies)Machine Learning Hardware and Systems (Cornell Tech, Spring 2022)Notes
  6. Cornell ECE 5545: ML HW & Systems. Lecture 5: MicroarchitectureMachine Learning Hardware and Systems (Cornell Tech, Spring 2022)Notes
  7. Cornell ECE 5545: ML HW & Systems. Lecture 6: TinyMLMachine Learning Hardware and Systems (Cornell Tech, Spring 2022)Notes
  8. Cornell ECE 5545: ML HW & Systems. Lecture 7: QuantizationMachine Learning Hardware and Systems (Cornell Tech, Spring 2022)Notes
  9. Cornell ECE 5545: ML HW & Systems. Lecture 8: PruningMachine Learning Hardware and Systems (Cornell Tech, Spring 2022)Notes
  10. Cornell ECE 5545: ML HW & Systems. Lecture 9: Knowledge DistillationMachine Learning Hardware and Systems (Cornell Tech, Spring 2022)Notes
  11. Cornell ECE 5545: ML HW & Systems. Lecture 10: Neural Architecture SearchMachine Learning Hardware and Systems (Cornell Tech, Spring 2022)Notes
  12. Cornell ECE 5545: ML HW & Systems. Lecture 11: Kernel ComputationMachine Learning Hardware and Systems (Cornell Tech, Spring 2022)Notes
  13. Cornell ECE 5545: ML HW & Systems. Lecture 12: MappingMachine Learning Hardware and Systems (Cornell Tech, Spring 2022)Notes
  14. Cornell ECE 5545: Guest Lecture: TVM Thierry MoreauMachine Learning Hardware and Systems (Cornell Tech, Spring 2022)Notes
  15. Cornell ECE 5545: Guest Lecture: Cerebras Sean LieMachine Learning Hardware and Systems (Cornell Tech, Spring 2022)Notes