Courses
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CS600A: Advanced algorithms, Fall 2021.
[Course Info] [Slides]
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CS583AB: Deep Learning, Spring 2021.
[Course Info] [Slides] [Github repo]
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CS600A: Advanced algorithms, Fall 2020.
[Course Info] [Slides]
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CS583A: Deep Learning, Spring 2020.
[Course Info] [Slides] [Github repo]
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CS583A: Deep Learning, Fall 2019.
[Course Info] [Slides] [Github repo]
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CS583A: Deep Learning, Spring 2019.
[Course Info] [Slides] [Github repo]
Lecture Notes
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Logistic Regression: Model, Algorithms, and Implementation.
[pdf]
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Singular Value Decomposition (SVD) and Principal Component Analysis (PCA).
[pdf]
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BackPropagation for Fully-Connected and Convolutional Neural Networks.
[pdf]
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Parallel Computing for Empirical Risk Minimization.
[pdf]
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Deep Reinforcement Learning.
[pdf]
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Data Evasion and Poisoning Attacks against Machine Learning.
[pdf]