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WeekTuesdayThursdayNote
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๐Ÿ“… Date๐Ÿ“‘ Lecture๐Ÿ“… Date๐Ÿ’ป Lab๐Ÿ”ฅCompetition
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12025/09/02Lecture 1&2: Intro & Linear Algebra2025/09/04Lecture 3: Probability & Info Theory
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22025/09/09Lecture 4: Numerical Optimization2025/09/11 Quiz (Lecture 02 ~ 04)ๅŠ ้€€้ธ่‡ณ 9/14
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32025/09/16Lecture 5: Learning Theory and Regularization2025/09/18Lab: Regularization (Ridge, LASSO, RANSAC)Competition 1: Text Feature Engineering
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42025/09/23Lecture 6: Probabilistic Models2025/09/25Lab: Logistic Regression, Metrics
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52025/09/30Lecture 9: Neural Networks: Design2025/10/02
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62025/10/07Lecture 10: Neural Networks: Optimization & Regularization2025/10/09Lab: Word2Vec & Noise Contrastive Estimation using Subclassing
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72025/10/14Lecture 11: CNN & Object Detection2025/10/16Lab: Convolutional Neural Networks & Data Pipelines
(MNIST&CIFAR10)		Competition 2: Object Detection (YOLO)
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82025/10/21Lecture 11: CNN & Object Detection2025/10/23Lab: Visualization, Style Transfer & Save and Load Models
(Pretrained CNN)		Competition 1: Show Off
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92025/10/28Lecture 12: RNN & Attention2025/10/30Lab: Seq2Seq & Attention & Machine Translation
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102025/11/04Lecture 12: Transformers2025/11/06Lab: Image captioning
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112025/11/11Lecture 13: Unsupervised Learning & Generative AI (text)2025/11/13Competition 3: Reverse Image CaptioningไบŒ้€€่‡ณ11/14
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122025/11/18Lecture 13: Generative AI (image)2025/11/20
Lab: Diffusion Models
Competition 2: Show Off
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132025/11/25Lecture 14: Reinforcement Learning2025/11/27Lab: Flappy bird using RL
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142025/12/02Lecture 15: Deep Reinforcement Learning2025/12/04Lab: Flappy bird using Deep RL
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152025/12/09Lecture 16: LLM Reasoning and Beyond 2025/12/11
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162025/12/16Final (Lecture 05 ~ 15)2025/12/18Competition 3: Show Off
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