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Slides
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Lecture 1 - First Order Differential Equation
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Lecture 2 - Gaussian Noise & Brownian Motion
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Lecture 3 - Stochastic Differential Equation Part 1
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Lecture 3 - Stochastic Differential Eq Part 2
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Lecture 4 - Probability, Conditional Probability and Random Variable.
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Lecture 5 - Kalman Filter Theory and Application
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Lecture 5 - Kalman Filter
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Review Stochastic model and Kalman Filter
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Kalman filter - part 3
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Lecture 5-4-Kalman filter - part 4
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Lecture 5 - Optimization 1 (unconstrained)
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Lecture 7 - Linear Algebra 1 (least square)
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Lecture 8 - Optimization 2 (constrained) part 1
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Lecture 8 - Optimization 2 (constrained) part 2
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Introduction to Machine Learning
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Lecture 9 - Classical Machine Learning
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Lecture 9 - Classical Machine Learning part 2
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Introduction to Machine Learning - Practice
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Lecture 10 - Neural Network
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Lecture 11 - Convolutional Neural Network
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Lecture 12 - Introduction to Deep Learning
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Lecture 12-1 - Recurrent Neural Networks and Transformers
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Lecture 12 - 2 - Convolutional Neural Networks
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Lecture 12 - 3 - Deep Generative Modeling
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Lecture 12-4 - Reinforcement Learning
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Lecture 12-5 - Deep Learning New Frontiers
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Lecture 12-6 - LiDAR for Autonomous Driving
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Lecture 12-7 - Automatic Speech Recognition
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Lecture 12-8 - AI for Science
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Slide A
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Lecture 1 - First Order Differential Equation
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Lecture 2 - Gaussian Noise & Brownian Motion
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Lecture 3 - Stochastic Differential Equation Part 2
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Lecture4 - Probability, Conditional Probability and Random Variable.
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Lecture5 - Kalman Filter
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Lecture 5 - Optimization 1 (unconstrained)
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Lecture 7 - Linear Algebra 1 (least square)
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Lecture 8 - Optimization 2 (constrained) part 1
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Lecture 8 - Optimization 2 (constrained) part 2
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Lecture 10 - Neural Network
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Introduction to Machine Learning
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Lecture 3 - Stochastic Differential Eq Part 2
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