Prof. Mohamed Abdelfattah
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Machine Learning Hardware and Systems (Cornell Tech, Spring 2022)
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Cornell ECE 5545: ML HW & Systems. Lecture 0: Introduction
Machine Learning Hardware and Systems (Cornell Tech, Spring 2022) ·
Cornell ECE 5545: ML HW & Systems. Lecture 1: DNN Computations
Machine Learning Hardware and Systems (Cornell Tech, Spring 2022) ·
Cornell ECE 5545: ML HW & Systems. Lecture 2: ML Hardware I (metrics and roofline)
Machine Learning Hardware and Systems (Cornell Tech, Spring 2022) ·
Cornell ECE 5545: ML HW & Systems. Lecture 3: ML Hardware II (efficiency)
Machine Learning Hardware and Systems (Cornell Tech, Spring 2022) ·
Cornell ECE 5545: ML HW & Systems. Lecture 4: ML Hardware III (case studies)
Machine Learning Hardware and Systems (Cornell Tech, Spring 2022) ·
Cornell ECE 5545: ML HW & Systems. Lecture 5: Microarchitecture
Machine Learning Hardware and Systems (Cornell Tech, Spring 2022) ·
Cornell ECE 5545: ML HW & Systems. Lecture 6: TinyML
Machine Learning Hardware and Systems (Cornell Tech, Spring 2022) ·
Cornell ECE 5545: ML HW & Systems. Lecture 7: Quantization
Machine Learning Hardware and Systems (Cornell Tech, Spring 2022) ·
Cornell ECE 5545: ML HW & Systems. Lecture 8: Pruning
Machine Learning Hardware and Systems (Cornell Tech, Spring 2022) ·
Cornell ECE 5545: ML HW & Systems. Lecture 9: Knowledge Distillation
Machine Learning Hardware and Systems (Cornell Tech, Spring 2022) ·
Cornell ECE 5545: ML HW & Systems. Lecture 10: Neural Architecture Search
Machine Learning Hardware and Systems (Cornell Tech, Spring 2022) ·
Cornell ECE 5545: ML HW & Systems. Lecture 11: Kernel Computation
Machine Learning Hardware and Systems (Cornell Tech, Spring 2022) ·
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