Instructor:
Teaching Assistant:
Location: Room 304, Teaching Building 2, Peking University
Time: Tuesday 18:40am - 21:30pm (weekly)
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 20, 2024 | Introduction
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Feb 27, 2024 | Machine Learning Basics
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March 5, 2024 | Deep Learning Basics
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March 12, 2024 | Backbone - I
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March 19, 2024 | Backbone - II
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March 26, 2024 | Backbone - III
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April 2, 2024 | Deep Models for Sequential Data
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April 9, 2024 | Foundation Models | |
April 16, 2024 | Generative Models | |
April 23, 2024 | Reinforcement Learning | |
April 30, 2024 | Holiday - no class | |
May 7, 2024 | Learning on Graphs / Adversarial and Backdoor Learning | |
May 14, 2024 | DL for Science / Optimization | |
May 21, 2024 | Course Project Presentation - I | |
May 28, 2024 | Course Project Presentation - II | |
June 4, 2024 | Course Project Presentation - III |
Textbook:
References:
Course Work
Final Grade |
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Survey & Project |
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