Machine Learning 2020 Spring

Syllabus

　 　 　 　 　 　 　 　
#Online VideosHW ExampleIntro of HWTA LectureHW Deadline
Intro Introduction (slide), Rule (slide) Google Drive 檔案存取
HW1 Regression (slide), Basic Concept (slide) Regression slide, video (TA:楊舒涵) 3/26
NA Gradient Descent 1 2 3 (slide) More about Gradient Descent 1 2 (slide)
HW2 Classification 1 2 (slide 12) Classification slide, video (TA:簡仲明) 3/26
Torch DL (slide), Backprop (slide), Tips (slide), Why Deep (slide) PyTorch Tutorial ( slide, colab, video, cheatsheet) TA:劉記良、陳建成
HW3 CNN(slide) CNN slide, video (TA:邱譯、趙崇皓) GNN 1 2 (slide) 4/30
HW4 RNN 1 2 (slide), Semi-supervised (slide), Word Embedding (slide) RNN slide, video (TA:黃冠博、邱譯) 4/30
HW5 Explainable AI (slide) Explainable AI slide, video (TA:楊書文) More about Explainable AI (slide) 4/30
HW6 Adversarial Attack (slide) Adversarial Attack slide, video (TA:林政豪) More about Adversarial Attack 1, 2 (slide) 4/30
HW7 Network Compression (slide) Network Compression 1 2 3 4 slide, video (TA:劉俊緯、楊晟甫) More about Network Compression 1, 2 (slide) 5/21
HW8 Seq2seq (slide), Pointer (option) (slide), Recursive (option) (slide), Transformer (slide) Seq2seq slide, video (TA:黃子賢) Transformer and its variant (slide) 5/21
HW9 Dimension Reduction (slide), Neighbor Embedding (slide), Auto-encoder (slide), More Auto-encoder (slide), BERT (slide) Unsupervised Learning slide, video (TA:陳延昊、楊晟甫) Self-supervised Learning (slide) 5/21
HW10 Anomaly Detection (slide) Anomaly Detection slide, video (TA:謝濬丞) More about Anomaly Detection (slide) 6/11
HW11 GAN (10 videos) (slide 1 2 3 4 5 6 7 8 9 10), Flow-based (slide) GAN slide, video (TA:陳延昊、吳宗翰) More about GAN (slide) 6/11
HW12 Transfer Learning (slide) Transfer Learning slide, video (TA:劉俊緯、黃冠博) Domain Adaptation 1 2 (slide) 6/11
HW13 Meta Learning - MAML(slide), Meta Learning - Gradient Descent and Metric-based (option)(slide) Meta 1 2 slide, video 1 2 3 (TA:姜成翰、高瑋聰) More about Meta 1 2 (slide) 7/02
HW14Life-long Learning (slide) Life-long slide, video (TA:紀伯翰、黃子賢) More about Life-long (slide) 7/02
HW15 RL 1 2 3 (slide), Advanced Version (8 videos, option) (slide 1 2 3 4 5) RL slide, video (TA:林義聖) More about RL (slide) 7/02