Hung-yi Lee

作業編號, 線上學習, 作業範例, 作業說明, 助教補充, 繳交時間. 課程簡介, Introduction (slide), Rule (slide), Google Drive 檔案存取. 作業一, Regression (slide), ... Home DL/MLTutorial ResearchTalk Research Publication Course Honor 　 　作業編號 　線上學習 　作業範例 　作業說明 　助教補充 　繳交時間 　 課程簡介 Introduction (slide), Rule (slide) GoogleDrive檔案存取 作業一 Regression (slide), BasicConcept (slide) Regression slide, video(助教：楊舒涵) 3/26 GradientDescent GradientDescent1 2 3 (slide) MoreaboutGradientDescent1 2 (slide) 作業二 Classification1 2 (slide12) Classification slide, video(助教：簡仲明) 3/26 DL預備 DL(slide), Backprop(slide), Tips(slide), WhyDeep(slide) PyTorch教學( slide, colab, video, cheatsheet) 助教：劉記良、陳建成 作業三CNN(slide) CNN slide, video(助教：邱譯、趙崇皓) GNN1 2 (slide) 4/30 作業四RNN12 (slide), Semi-supervised(slide), WordEmbedding(slide) RNN slide, video(助教：黃冠博、邱譯) 4/30 作業五ExplainableAI(slide)ExplainableAI slide, video(助教：楊書文) MoreaboutExplainableAI (slide) 4/30 作業六AdversarialAttack(slide) AdversarialAttack slide, video(助教：林政豪) MoreaboutAdversarialAttack1, 2 (slide) 4/30 作業七NetworkCompression(slide) NetworkCompression1 2 3 4 slide, video (助教：劉俊緯、楊晟甫) MoreaboutNetworkCompression1, 2 (slide) 5/21 作業八 Seq2seq(slide), Pointer(option)(slide), Recursive(option)(slide), Transformer(slide) Seq2seq slide, video(助教：黃子賢) Transformeranditsvariant (slide) 5/21 作業九 DimensionReduction(slide), NeighborEmbedding(slide), Auto-encoder(slide), MoreAuto-encoder(slide), BERT(slide) UnsupervisedLearning slide, video(助教：陳延昊、楊晟甫) Self-supervisedLearning (slide) 5/21 作業十AnomalyDetection(slide) AnomalyDetection slide, video(助教：謝濬丞) MoreaboutAnomalyDetection (slide) 6/11 作業十一 GAN(10videos) (slide1 2 3 4 5 6 7 8 9 10), Flow-based (slide) GAN slide, video(助教：陳延昊、吳宗翰) MoreaboutGAN (slide) 6/11 作業十二 TransferLearning(slide) TransferLearning slide, video (助教：劉俊緯、黃冠博) DomainAdaptation1 2 (slide) 6/11 作業十三 MetaLearning-MAML(slide), MetaLearning-GradientDescentandMetric-based(option)(slide) Meta1 2 slide, video1 2 3 (助教：姜成翰、高瑋聰) MoreaboutMeta1 2 (slide) 7/02 作業十四Life-longLearning(slide) Life-long slide, video(助教：紀伯翰、黃子賢) MoreaboutLife-long (slide) 7/02 作業十五 RL1 2 3(slide), AdvancedVersion(8videos,option) (slide1 2 3 4 5) RL slide, video(助教：林義聖) MoreaboutRL (slide) 7/02