Instructor:
Teaching Assistant:
Location: Room 105, Teaching Building 3, Peking University
Time: Tuesday 10:10am - 12:00pm (weekly), Thursday 10:10am - 12:00pm (biweekly)
Office hours: Drop an email or wechat message to the instructor or TAs for appointing a course-related face-to-face QA.
Schedule of Lectures
Date | Topics | |
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Feb 22, 2022 | Introduction |
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March 1, 2022 | Machine Learning Basics |
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March 3, 2022 | Deep Learning Basics |
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March 8, 2022 | Backbone - I | |
March 15, 2022 | Backbone - II | |
March 17, 2022 | Backbone - III | |
March 22, 2022 | Sequential Models | |
March 29, 2022 | Transformer and MLP-Mixer | |
March 31, 2022 | Generative Models | |
April 5, 2022 | Holiday - no class | |
April 12, 2022 | Adversarial and Backdoor Learning | |
April 14, 2022 | Deep Learning on Graphs | Invited speaker: Professor Wei Hu from Wangxuan institute of Computer Technology, Peking University |
April 19, 2022 | Self-Supervised Learning / Meta-Learning / Continual Learning | |
April 26, 2022 | Reinforcement Learning - I | |
April 28, 2022 | Reinforcement Learning - II | |
May 3, 2022 | Holiday - no class | |
May 10, 2022 | Deep Learning for Optimization | |
May 12, 2022 | Neural Architecture Search | |
May 17, 2022 | Applications: Computer Vision | |
May 24, 2022 | Applications: Robotics | |
May 26, 2022 | Applications: Natural Language Processing | Invited speaker: Professor Yansong Feng from Wangxuan institute of Computer Technology, Peking University |
May 31, 2022 | Course Project Presentation - I | To be announced |
June 7, 2022 | Course Project Presentation - II | To be announced |
June 9, 2022 | Course Project Presentation - III | To be announced |
Textbook:
References:
Course Work
Final Grade |
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Survey & Project |
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