Understanding Deep Learning/CM20315 -Machine Learning/理解深度学习
CM20315 -Machine Learning Prof. Simon Prince, Dr. Georgios Exarchakis and Dr. Andrew BarnesUNIVERSITY OF BATH

+配套PPT 221.0 MB（英文）
| CM20315_01_Intro.pptx 51.8 MB
| CM20315_02_Supervised.pptx 7.0 MB
| CM20315_03_Shallow.pptx 6.4 MB
| CM20315_04_Deep.pptx 4.7 MB
| CM20315_05_Loss.pptx 21.2 MB
| CM20315_06_Fitting.pptx 14.7 MB
| CM20315_07_Gradients.pptx 6.7 MB
| CM20315_07b_Initialization.pptx 6.0 MB
| CM20315_08_Performance.pptx 2.1 MB
| CM20315_09_Regularization.pptx 14.3 MB
| CM20315_10_Convolutional.pptx 21.5 MB
| CM20315_11_ImageGeneration2.pptx 60.3 MB
| CM20315_12_Transformers.pptx 4.5 MB
+书中的图表 0.9 GB（英文）
|+1.简介 86.4 MB
| | Chap01.zip 35.0 MB
| | UDLChap1.pptx 36.7 MB
| | UDLChap1PDF.zip 14.7 MB
|+10.卷积神经网络 97.0 MB
| | Chap10.zip 24.7 MB
| | UDLChap10.pptx 53.8 MB
| | UDLChap10PDF.zip 18.4 MB
|+11.残差网络 34.6 MB
| | Chap11.zip 8.6 MB
| | UDLChap11.pptx 18.9 MB
| | UDLChap11PDF.zip 7.1 MB
|+12.Transformer 86.6 MB
| | Chap12.zip 42.9 MB
| | UDLChap12.pptx 40.0 MB
| | UDLChap12PDF.zip 3.8 MB
|+13.图神经网络 24.2 MB
| | Chap13.zip 2.0 MB
| | UDLChap13.pptx 21.7 MB
| | UDLChap13PDF.zip 547.0 KB
|+14.无监督学习 19.0 MB
| | Chap14.zip 5.5 MB
| | UDLChap14.pptx 11.1 MB
| | UDLChap14PDF.zip 2.3 MB
|+15.生成对抗网络 114.0 MB
| | Chap15.zip 30.7 MB
| | UDLChap15.pptx 59.7 MB
| | UDLChap15PDF.zip 23.8 MB
|+16.标准化流 46.6 MB
| | Chap16.zip 11.1 MB
| | UDLChap16.pptx 33.2 MB
| | UDLChap16PDF.zip 2.3 MB
|+17.变分自编码器 52.3 MB
| | Chap17.zip 2.6 MB
| | UDLChap17.pptx 36.0 MB
| | UDLChap17PDF.zip 13.7 MB
|+18.扩散模型 62.6 MB
| | Chap18.zip 10.6 MB
| | UDLChap18.pptx 38.4 MB
| | UDLChap18PDF.zip 13.6 MB
|+19.深度强化学习 61.3 MB
| | Chap19.zip 7.2 MB
| | UDLChap19.pptx 48.2 MB
| | UDLChap19PDF.zip 5.8 MB
|+2.监督学习 9.1 MB
| | Chap02.zip 449.0 KB
| | UDLChap2.pptx 8.2 MB
| | UDLChap2PDF.zip 485.0 KB
|+20.为什么深度学习有效？ 25.3 MB
| | Chap20.zip 2.4 MB
| | UDLChap20.pptx 22.8 MB
| | UDLChap20PDF.zip 170.0 KB
|+21.深度学习与伦理 10.0 MB
| | Chap21.zip 232.0 KB
| | UDLChap21.pptx 4.4 MB
| | UDLChap21PDF.zip 5.4 MB
|+22.附录 19.0 MB
| | Appendix.zip 1.3 MB
| | UDLAppendices.pptx 16.5 MB
| | UDLAppendixPDF.zip 1.2 MB
|+3.浅层神经网络 22.3 MB
| | Chap03.zip 587.0 KB
| | UDLChap3.pptx 21.3 MB
| | UDLChap3PDF.zip 437.0 KB
|+4.深度神经网络 11.9 MB
| | Chap04.zip 356.0 KB
| | UDLChap4.pptx 11.2 MB
| | UDLChap4PDF.zip 354.0 KB
|+5.损失函数 21.4 MB
| | Chap05.zip 358.0 KB
| | UDLChap5.pptx 20.7 MB
| | UDLChap5PDF.zip 287.0 KB
|+6.训练模型 34.8 MB
| | Chap06.zip 3.0 MB
| | UDLChap6.pptx 29.2 MB
| | UDLChap6PDF.zip 2.7 MB
|+7.梯度和初始化 11.5 MB
| | Chap07.zip 150.0 KB
| | UDLChap7.pptx 11.1 MB
| | UDLChap7PDF.zip 178.0 KB
|+8.测量性能 23.7 MB
| | Chap08.zip 617.0 KB
| | UDLChap8.pptx 22.5 MB
| | UDLChap8PDF.zip 547.0 KB
|+9.正则化 81.7 MB
|Chap09.zip 30.4 MB
|UDLChap9.pptx 36.2 MB
|UDLChap9PDF.zip 15.2 MB
udlbook-main.zip 345.0 MB
Understanding Deep Learning.pdf 21.9 MB
Answer booklet for students答案手册.pdf 1.5 MB（英文）
理解深度学习.pdf 19.7 MB（中文）