From 4d3f5acb143def7be9329a5ffe501cdae12a1d5f Mon Sep 17 00:00:00 2001 From: Fafa-DL <516451964@qq.com> Date: Mon, 20 Dec 2021 21:09:32 +0800 Subject: [PATCH] Update Readme --- README.md | 45 ++++++++++++++++++++------------------------- 1 file changed, 20 insertions(+), 25 deletions(-) diff --git a/README.md b/README.md index 67ee170..22c112e 100644 --- a/README.md +++ b/README.md @@ -22,8 +22,6 @@ ppt/pdf支持直链下载，也支持百度云盘全部下载。 **** -**** - |名称|项目| |---|---| |课程主页|[李宏毅2021春季机器学习](https://speech.ee.ntu.edu.tw/~hylee/ml/2021-spring.html)| @@ -32,34 +30,31 @@ ppt/pdf支持直链下载，也支持百度云盘全部下载。 **** - -**** - |章节|名称|视频|资料|作业| |:---------------:|:---------------:|:---------------:|:---------------:|:---------------:| -|Introduction|Course Introduction|[视频链接](https://www.bilibili.com/video/BV1Wv411h7kN)|[ppt](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2021-course-data/introduction%202021%20(v6)%20Chinese.pptx) [pdf](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2021-course-data/introduction-2021-v6-Chinese.pdf)|-| -|Introduction|Introduction of ML/DL|[视频链接](https://www.bilibili.com/video/BV1Wv411h7kN?p=2)|[ppt](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2021-course-data/regression%20(v16).pptx) [pdf](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2021-course-data/regression%20(v16).pdf)|HW1: Regression| -|Deep Learning|Guideline of ML: overfit|[视频链接](https://www.bilibili.com/video/BV1Wv411h7kN?p=10)|[ppt](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2021-course-data/overfit-v6.pptx) [pdf](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2021-course-data/overfit-v6.pdf)|-| -|Deep Learning|Critical Point: small gradient|[视频链接](https://www.bilibili.com/video/BV1Wv411h7kN?p=11)|[ppt](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2021-course-data/small-gradient-v7.pptx) [pdf](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2021-course-data/small-gradient-v7.pdf)|-| -|Deep Learning|Adaptive Learning Rate: optimizer|[视频链接](https://www.bilibili.com/video/BV1Wv411h7kN?p=13)|[ppt](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2021-course-data/optimizer_v4.pptx) [pdf](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2021-course-data/optimizer_v4.pdf)|-| -|Deep Learning|Adaptive Learning Rate: optimizer|[视频链接](https://www.bilibili.com/video/BV1Wv411h7kN?p=14)|[ppt](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2021-course-data/classification_v2.pptx) [pdf](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2021-course-data/classification_v2.pdf)|HW2: Classification| +|Introduction|Course Introduction|[链接](https://www.bilibili.com/video/BV1Wv411h7kN)|[ppt](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2021-course-data/introduction%202021%20(v6)%20Chinese.pptx) [pdf](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2021-course-data/introduction-2021-v6-Chinese.pdf)|-| +|Introduction|Introduction of ML/DL|[链接](https://www.bilibili.com/video/BV1Wv411h7kN?p=2)|[ppt](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2021-course-data/regression%20(v16).pptx) [pdf](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2021-course-data/regression%20(v16).pdf)|HW1: Regression| +|Deep Learning|Guideline of ML: overfit|[链接](https://www.bilibili.com/video/BV1Wv411h7kN?p=10)|[ppt](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2021-course-data/overfit-v6.pptx) [pdf](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2021-course-data/overfit-v6.pdf)|-| +|Deep Learning|Critical Point: small gradient|[链接](https://www.bilibili.com/video/BV1Wv411h7kN?p=11)|[ppt](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2021-course-data/small-gradient-v7.pptx) [pdf](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2021-course-data/small-gradient-v7.pdf)|-| +|Deep Learning|Adaptive Learning Rate: optimizer|[链接](https://www.bilibili.com/video/BV1Wv411h7kN?p=13)|[ppt](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2021-course-data/optimizer_v4.pptx) [pdf](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2021-course-data/optimizer_v4.pdf)|-| +|Deep Learning|Adaptive Learning Rate: optimizer|[链接](https://www.bilibili.com/video/BV1Wv411h7kN?p=14)|[ppt](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2021-course-data/classification_v2.pptx) [pdf](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2021-course-data/classification_v2.pdf)|HW2: Classification| |CNN & Self-Attention|ML Pretest|-|[pdf](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2021-course-data/pretest.pdf)|-| -|CNN & Self-Attention|CNN|[视频链接](https://www.bilibili.com/video/BV1Wv411h7kN?p=22)|[ppt](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2021-course-data/cnn_v4.pptx) [pdf](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2021-course-data/cnn_v4.pdf)|HW3: CNN| -|CNN & Self-Attention|Self-Attention|[视频链接](https://www.bilibili.com/video/BV1Wv411h7kN?p=23)|[ppt](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2021-course-data/self_v7.pptx) [pdf](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2021-course-data/self_v7.pdf)|HW4: Self-Attention| +|CNN & Self-Attention|CNN|[链接](https://www.bilibili.com/video/BV1Wv411h7kN?p=22)|[ppt](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2021-course-data/cnn_v4.pptx) [pdf](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2021-course-data/cnn_v4.pdf)|HW3: CNN| +|CNN & Self-Attention|Self-Attention|[链接](https://www.bilibili.com/video/BV1Wv411h7kN?p=23)|[ppt](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2021-course-data/self_v7.pptx) [pdf](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2021-course-data/self_v7.pdf)|HW4: Self-Attention| |Theory of ML|PAC Learning|-|[pdf](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2021-course-data/W14_PAC-introduction.pdf)|-| -|Transformer|Normalization|[视频链接](https://www.bilibili.com/video/BV1Wv411h7kN?p=34)|[ppt](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2021-course-data/normalization_v4.pptx) [pdf](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2021-course-data/normalization_v4.pdf)|-| -|Transformer|Seq2Seq|[视频链接](https://www.bilibili.com/video/BV1Wv411h7kN?p=35)|[ppt](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2021-course-data/seq2seq_v9.pptx) [pdf](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2021-course-data/seq2seq_v9.pdf)|HW5: Transformer| -|Generative Model|GAN|[视频链接](https://www.bilibili.com/video/BV1Wv411h7kN?p=40)|[ppt](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2021-course-data/gan_v10.pptx) [pdf](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2021-course-data/gan_v10.pdf)|HW6: GAN| -|Self-Supervised Learning|BERT|[视频链接](https://www.bilibili.com/video/BV1Wv411h7kN?p=50)|[ppt](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2021-course-data/bert_v8.pptx) [pdf](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2021-course-data/bert_v8.pdf)|HW7: BERT| -|Self-Supervised Learning|Auto-Encoder|[视频链接](https://www.bilibili.com/video/BV1Wv411h7kN?p=53)|[ppt](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2021-course-data/auto_v8.pptx) [pdf](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2021-course-data/auto_v8.pdf)|HW8: Anomaly Detection| -|Explainable AI / Adversarial Attack|Adversarial Attack|[视频链接](https://www.bilibili.com/video/BV1Wv411h7kN?p=63)|[ppt](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2021-course-data/attack_v3.pptx) [pdf](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2021-course-data/attack_v3.pdf)|HW10: Adversarial Attack| -|Explainable AI / Adversarial Attack|Explainable AI|[视频链接](https://www.bilibili.com/video/BV1Wv411h7kN?p=65)|[ppt](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2021-course-data/xai_v4.pptx) [pdf](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2021-course-data/xai_v4.pdf)|HW9: Explainable AI| -|Domain Adaptation|-|[视频链接](https://www.bilibili.com/video/BV1Wv411h7kN?p=71)|[ppt](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2021-course-data/da_v6.pptx) [pdf](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2021-course-data/da_v6.pdf)|HW11: Adaptation| -|RL|DRL|[视频链接](https://www.bilibili.com/video/BV1Wv411h7kN?p=73)|[ppt](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2021-course-data/drl_v5.pptx) [pdf](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2021-course-data/drl_v5.pdf)|HW11: Adaptation| +|Transformer|Normalization|[链接](https://www.bilibili.com/video/BV1Wv411h7kN?p=34)|[ppt](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2021-course-data/normalization_v4.pptx) [pdf](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2021-course-data/normalization_v4.pdf)|-| +|Transformer|Seq2Seq|[链接](https://www.bilibili.com/video/BV1Wv411h7kN?p=35)|[ppt](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2021-course-data/seq2seq_v9.pptx) [pdf](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2021-course-data/seq2seq_v9.pdf)|HW5: Transformer| +|Generative Model|GAN|[链接](https://www.bilibili.com/video/BV1Wv411h7kN?p=40)|[ppt](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2021-course-data/gan_v10.pptx) [pdf](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2021-course-data/gan_v10.pdf)|HW6: GAN| +|Self-Supervised Learning|BERT|[链接](https://www.bilibili.com/video/BV1Wv411h7kN?p=50)|[ppt](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2021-course-data/bert_v8.pptx) [pdf](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2021-course-data/bert_v8.pdf)|HW7: BERT| +|Self-Supervised Learning|Auto-Encoder|[链接](https://www.bilibili.com/video/BV1Wv411h7kN?p=53)|[ppt](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2021-course-data/auto_v8.pptx) [pdf](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2021-course-data/auto_v8.pdf)|HW8: Anomaly Detection| +|Explainable AI / Adversarial Attack|Adversarial Attack|[链接](https://www.bilibili.com/video/BV1Wv411h7kN?p=63)|[ppt](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2021-course-data/attack_v3.pptx) [pdf](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2021-course-data/attack_v3.pdf)|HW10: Adversarial Attack| +|Explainable AI / Adversarial Attack|Explainable AI|[链接](https://www.bilibili.com/video/BV1Wv411h7kN?p=65)|[ppt](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2021-course-data/xai_v4.pptx) [pdf](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2021-course-data/xai_v4.pdf)|HW9: Explainable AI| +|Domain Adaptation|-|[链接](https://www.bilibili.com/video/BV1Wv411h7kN?p=71)|[ppt](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2021-course-data/da_v6.pptx) [pdf](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2021-course-data/da_v6.pdf)|HW11: Adaptation| +|RL|DRL|[链接](https://www.bilibili.com/video/BV1Wv411h7kN?p=73)|[ppt](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2021-course-data/drl_v5.pptx) [pdf](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2021-course-data/drl_v5.pdf)|HW11: Adaptation| |Quantum ML|-|-|[pdf](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2021-course-data/GuestLecture_QML.pdf)|-| -|Life-Long/Compression|Life-long Learning|[视频链接](https://www.bilibili.com/video/BV1Wv411h7kN?p=84)|[ppt](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2021-course-data/life_v2.pptx) [pdf](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2021-course-data/life_v2.pdf)|HW13: Compression| -|Life-Long/Compression|Network Compression|[视频链接](https://www.bilibili.com/video/BV1Wv411h7kN?p=86)|[ppt](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2021-course-data/tiny_v7.pptx) [pdf](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2021-course-data/tiny_v7.pdf)|HW14: Life-long Learning| -|Meta Learning|-|[视频链接](https://www.bilibili.com/video/BV1Wv411h7kN?p=91)|[ppt](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2021-course-data/meta_v3.pptx) [pdf](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2021-course-data/meta_v3.pdf)|HW15: Meta Learning| +|Life-Long/Compression|Life-long Learning|[链接](https://www.bilibili.com/video/BV1Wv411h7kN?p=84)|[ppt](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2021-course-data/life_v2.pptx) [pdf](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2021-course-data/life_v2.pdf)|HW13: Compression| +|Life-Long/Compression|Network Compression|[链接](https://www.bilibili.com/video/BV1Wv411h7kN?p=86)|[ppt](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2021-course-data/tiny_v7.pptx) [pdf](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2021-course-data/tiny_v7.pdf)|HW14: Life-long Learning| +|Meta Learning|-|[链接](https://www.bilibili.com/video/BV1Wv411h7kN?p=91)|[ppt](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2021-course-data/meta_v3.pptx) [pdf](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2021-course-data/meta_v3.pdf)|HW15: Meta Learning| ****