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Udemy - Modern Deep Learning in Python [Lazy Programmer Inc.]
大小 1.56 GB
文件数 309
Info Hash: AF9DF528CD135203762284C55DA0FD4B67B8DC3C
收录时间 2026-01-05 02:42:38
更新时间 2026-01-05 02:42:38
文件列表 (309)
1. Introduction and Outline/1. Outline - what did you learn previously, and what will you learn in this course.mp4
14.43 MB
.pad/599935
585.87 KB
1. Introduction and Outline/1. Outline - what did you learn previously, and what will you learn in this course.vtt
9.77 KB
.pad/1038570
1014.23 KB
1. Introduction and Outline/2. Where does this course fit into your deep learning studies.mp4
6 MB
.pad/1045011
1020.52 KB
1. Introduction and Outline/2. Where does this course fit into your deep learning studies.vtt
5.02 KB
.pad/1043432
1018.98 KB
10. Transition to the 2nd Half of the Course/1. Transition to the 2nd Half of the Course.mp4
9.45 MB
.pad/578704
565.14 KB
10. Transition to the 2nd Half of the Course/1. Transition to the 2nd Half of the Course.vtt
5.83 KB
.pad/1042607
1018.17 KB
11. Project Facial Expression Recognition/1. Facial Expression Recognition Project Introduction.mp4
9.82 MB
.pad/189649
185.2 KB
11. Project Facial Expression Recognition/1. Facial Expression Recognition Project Introduction.vtt
5.69 KB
.pad/1042752
1018.31 KB
11. Project Facial Expression Recognition/2. Facial Expression Recognition Problem Description.mp4
21.44 MB
.pad/589937
576.11 KB
11. Project Facial Expression Recognition/2. Facial Expression Recognition Problem Description.vtt
14.31 KB
.pad/1033921
1009.69 KB
11. Project Facial Expression Recognition/3. The class imbalance problem.mp4
10.11 MB
.pad/930914
909.1 KB
11. Project Facial Expression Recognition/3. The class imbalance problem.vtt
7.16 KB
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1016.84 KB
11. Project Facial Expression Recognition/4. Utilities walkthrough.mp4
13.49 MB
.pad/531972
519.5 KB
11. Project Facial Expression Recognition/4. Utilities walkthrough.vtt
5.24 KB
.pad/1043213
1018.76 KB
11. Project Facial Expression Recognition/5. Class-Based ANN in Theano.mp4
43.98 MB
.pad/17341
16.93 KB
11. Project Facial Expression Recognition/5. Class-Based ANN in Theano.vtt
13.38 KB
.pad/1034874
1010.62 KB
11. Project Facial Expression Recognition/6. Class-Based ANN in TensorFlow.mp4
37.39 MB
.pad/637016
622.09 KB
11. Project Facial Expression Recognition/6. Class-Based ANN in TensorFlow.vtt
11.54 KB
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1012.46 KB
11. Project Facial Expression Recognition/7. Facial Expression Recognition Project Summary.mp4
2.91 MB
.pad/97018
94.74 KB
11. Project Facial Expression Recognition/7. Facial Expression Recognition Project Summary.vtt
1.47 KB
.pad/1047068
1022.53 KB
12. Modern Regularization Techniques/1. Modern Regularization Techniques Section Introduction.mp4
4.27 MB
.pad/765894
747.94 KB
12. Modern Regularization Techniques/1. Modern Regularization Techniques Section Introduction.vtt
2.67 KB
.pad/1045843
1021.33 KB
12. Modern Regularization Techniques/2. Dropout Regularization.mp4
22.7 MB
.pad/318785
311.31 KB
12. Modern Regularization Techniques/2. Dropout Regularization.vtt
12.67 KB
.pad/1035597
1011.33 KB
12. Modern Regularization Techniques/3. Dropout Intuition.mp4
6.14 MB
.pad/898178
877.13 KB
12. Modern Regularization Techniques/3. Dropout Intuition.vtt
4.02 KB
.pad/1044455
1019.98 KB
12. Modern Regularization Techniques/4. Noise Injection.mp4
8.64 MB
.pad/376237
367.42 KB
12. Modern Regularization Techniques/4. Noise Injection.vtt
6.15 KB
.pad/1042277
1017.85 KB
12. Modern Regularization Techniques/5. Modern Regularization Techniques Section Summary.mp4
3.88 MB
.pad/127492
124.5 KB
12. Modern Regularization Techniques/5. Modern Regularization Techniques Section Summary.vtt
2.36 KB
.pad/1046163
1021.64 KB
13. Batch Normalization/1. Batch Normalization Introduction.mp4
3.51 MB
.pad/508908
496.98 KB
13. Batch Normalization/1. Batch Normalization Introduction.vtt
2.23 KB
.pad/1046293
1021.77 KB
13. Batch Normalization/2. Exponentially-Smoothed Averages.mp4
7.38 MB
.pad/649186
633.97 KB
13. Batch Normalization/2. Exponentially-Smoothed Averages.vtt
4.8 KB
.pad/1043658
1019.2 KB
13. Batch Normalization/3. Batch Normalization Theory.mp4
18.61 MB
.pad/409772
400.17 KB
13. Batch Normalization/3. Batch Normalization Theory.vtt
12.37 KB
.pad/1035908
1011.63 KB
13. Batch Normalization/4. Batch Normalization Tensorflow (part 1).mp4
9.44 MB
.pad/588076
574.29 KB
13. Batch Normalization/4. Batch Normalization Tensorflow (part 1).vtt
5.92 KB
.pad/1042518
1018.08 KB
13. Batch Normalization/5. Batch Normalization Tensorflow (part 2).mp4
14.92 MB
.pad/78982
77.13 KB
13. Batch Normalization/5. Batch Normalization Tensorflow (part 2).vtt
5.92 KB
.pad/1042513
1018.08 KB
13. Batch Normalization/6. Batch Normalization Theano (part 1).mp4
7.65 MB
.pad/371397
362.69 KB
13. Batch Normalization/6. Batch Normalization Theano (part 1).vtt
4.82 KB
.pad/1043643
1019.18 KB
13. Batch Normalization/7. Batch Normalization Theano (part 2).mp4
16.54 MB
.pad/479581
468.34 KB
13. Batch Normalization/7. Batch Normalization Theano (part 2).vtt
6.98 KB
.pad/1041433
1017.02 KB
13. Batch Normalization/8. Noise Perspective.mp4
3.15 MB
.pad/892890
871.96 KB
13. Batch Normalization/8. Noise Perspective.vtt
2.22 KB
.pad/1046301
1021.78 KB
13. Batch Normalization/9. Batch Normalization Summary.mp4
2.6 MB
.pad/415750
406.01 KB
13. Batch Normalization/9. Batch Normalization Summary.vtt
1.87 KB
.pad/1046660
1022.13 KB
14. Keras/1. Keras Discussion.mp4
11.25 MB
.pad/791407
772.86 KB
14. Keras/1. Keras Discussion.vtt
8.05 KB
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1015.95 KB
14. Keras/2. Keras in Code.mp4
14.76 MB
.pad/253214
247.28 KB
14. Keras/2. Keras in Code.vtt
6.46 KB
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1017.54 KB
14. Keras/3. Keras Functional API.mp4
38.63 MB
.pad/390994
381.83 KB
14. Keras/3. Keras Functional API.vtt
4.7 KB
.pad/1043766
1019.3 KB
15. PyTorch/1. PyTorch Basics.mp4
116.8 MB
.pad/209528
204.62 KB
15. PyTorch/1. PyTorch Basics.vtt
12.89 KB
.pad/1035376
1011.11 KB
15. PyTorch/2. PyTorch Dropout.mp4
32.69 MB
.pad/323365
315.79 KB
15. PyTorch/2. PyTorch Dropout.vtt
2.62 KB
.pad/1045892
1021.38 KB
15. PyTorch/3. PyTorch Batch Norm.mp4
33.85 MB
.pad/156381
152.72 KB
15. PyTorch/3. PyTorch Batch Norm.vtt
2.61 KB
.pad/1045904
1021.39 KB
16. PyTorch, CNTK, and MXNet/1. PyTorch, CNTK, and MXNet.mp4
1.31 MB
.pad/720940
704.04 KB
16. PyTorch, CNTK, and MXNet/1. PyTorch, CNTK, and MXNet.vtt
947 B
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1023.08 KB
17. Appendix/1. What is the Appendix.mp4
5.45 MB
.pad/573737
560.29 KB
17. Appendix/1. What is the Appendix.vtt
3.28 KB
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1020.72 KB
17. Appendix/10. Proof that using Jupyter Notebook is the same as not using it.mp4
78.29 MB
.pad/740801
723.44 KB
17. Appendix/10. Proof that using Jupyter Notebook is the same as not using it.vtt
12.22 KB
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1011.78 KB
17. Appendix/11. How to Uncompress a .tar.gz file.mp4
5.43 MB
.pad/596216
582.24 KB
17. Appendix/11. How to Uncompress a .tar.gz file.vtt
3.66 KB
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1020.34 KB
17. Appendix/12. Python 2 vs Python 3.mp4
7.83 MB
.pad/177233
173.08 KB
17. Appendix/12. Python 2 vs Python 3.vtt
5.35 KB
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1018.65 KB
17. Appendix/13. What order should I take your courses in (part 1).mp4
29.33 MB
.pad/703688
687.2 KB
17. Appendix/13. What order should I take your courses in (part 1).vtt
14.09 KB
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1009.91 KB
17. Appendix/14. What order should I take your courses in (part 2).mp4
37.62 MB
.pad/402536
393.1 KB
17. Appendix/14. What order should I take your courses in (part 2).vtt
20.24 KB
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1003.76 KB
17. Appendix/2. What's the difference between neural networks and deep learning.mp4
45.12 MB
.pad/927348
905.61 KB
17. Appendix/2. What's the difference between neural networks and deep learning.vtt
8.91 KB
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1015.09 KB
17. Appendix/3. Manually Choosing Learning Rate and Regularization Penalty.mp4
7.77 MB
.pad/244747
239.01 KB
17. Appendix/3. Manually Choosing Learning Rate and Regularization Penalty.vtt
5.03 KB
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1018.97 KB
17. Appendix/4. Windows-Focused Environment Setup 2018.mp4
186.34 MB
.pad/688552
672.41 KB
17. Appendix/4. Windows-Focused Environment Setup 2018.vtt
17.39 KB
.pad/1030765
1006.61 KB
17. Appendix/5. How to install Numpy, Scipy, Matplotlib, Pandas, IPython, Theano, and TensorFlow.mp4
43.92 MB
.pad/78724
76.88 KB
17. Appendix/5. How to install Numpy, Scipy, Matplotlib, Pandas, IPython, Theano, and TensorFlow.vtt
12.4 KB
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1011.6 KB
17. Appendix/6. How to Succeed in this Course (Long Version).mp4
12.99 MB
.pad/10580
10.33 KB
17. Appendix/6. How to Succeed in this Course (Long Version).vtt
12.86 KB
.pad/1035407
1011.14 KB
17. Appendix/7. How to Code by Yourself (part 1).mp4
24.54 MB
.pad/480322
469.06 KB
17. Appendix/7. How to Code by Yourself (part 1).vtt
19.78 KB
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1004.22 KB
17. Appendix/8. How to Code by Yourself (part 2).mp4
14.81 MB
.pad/195646
191.06 KB
17. Appendix/8. How to Code by Yourself (part 2).vtt
11.62 KB
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1012.38 KB
17. Appendix/9. Is this for Beginners or Experts Academic or Practical Fast or slow-paced.mp4
38.96 MB
.pad/40236
39.29 KB
17. Appendix/9. Is this for Beginners or Experts Academic or Practical Fast or slow-paced.vtt
27.77 KB
.pad/1020138
996.23 KB
2. Review/1. Review of Basic Concepts.mp4
23.36 MB
.pad/670965
655.24 KB
2. Review/1. Review of Basic Concepts.vtt
16.04 KB
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1007.96 KB
2. Review/2. Where to get the MNIST dataset and Establishing a Linear Benchmark.mp4
11.12 MB
.pad/917798
896.29 KB
2. Review/2. Where to get the MNIST dataset and Establishing a Linear Benchmark.vtt
4.19 KB
.pad/1044287
1019.81 KB
3. Gradient Descent Full vs Batch vs Stochastic/1. What are full, batch, and stochastic gradient descent.mp4
5.83 MB
.pad/177695
173.53 KB
3. Gradient Descent Full vs Batch vs Stochastic/1. What are full, batch, and stochastic gradient descent.vtt
3.54 KB
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1020.46 KB
3. Gradient Descent Full vs Batch vs Stochastic/2. Full vs Batch vs Stochastic Gradient Descent in code.mp4
13.99 MB
.pad/11175
10.91 KB
3. Gradient Descent Full vs Batch vs Stochastic/2. Full vs Batch vs Stochastic Gradient Descent in code.vtt
5.81 KB
.pad/1042626
1018.19 KB
4. Momentum and adaptive learning rates/1. Using Momentum to Speed Up Training.mp4
10.67 MB
.pad/345422
337.33 KB
4. Momentum and adaptive learning rates/1. Using Momentum to Speed Up Training.vtt
6.86 KB
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1017.14 KB
4. Momentum and adaptive learning rates/2. Nesterov Momentum.mp4
10.64 MB
.pad/378160
369.3 KB
4. Momentum and adaptive learning rates/2. Nesterov Momentum.vtt
6.75 KB
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1017.25 KB
4. Momentum and adaptive learning rates/3. Momentum in Code.mp4
14.44 MB
.pad/584998
571.29 KB
4. Momentum and adaptive learning rates/3. Momentum in Code.vtt
5.49 KB
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1018.51 KB
4. Momentum and adaptive learning rates/4. Variable and adaptive learning rates.mp4
18.92 MB
.pad/87105
85.06 KB
4. Momentum and adaptive learning rates/4. Variable and adaptive learning rates.vtt
13.2 KB
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1010.8 KB
4. Momentum and adaptive learning rates/5. Constant learning rate vs. RMSProp in Code.mp4
10.98 MB
.pad/15983
15.61 KB
4. Momentum and adaptive learning rates/5. Constant learning rate vs. RMSProp in Code.vtt
3.79 KB
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1020.21 KB
4. Momentum and adaptive learning rates/6. Adam Optimization.mp4
19.33 MB
.pad/697910
681.55 KB
4. Momentum and adaptive learning rates/6. Adam Optimization.vtt
11.88 KB
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1012.12 KB
4. Momentum and adaptive learning rates/7. Adam in Code.mp4
13.9 MB
.pad/103117
100.7 KB
4. Momentum and adaptive learning rates/7. Adam in Code.vtt
5.97 KB
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1018.03 KB
5. Choosing Hyperparameters/1. Hyperparameter Optimization Cross-validation, Grid Search, and Random Search.mp4
5.1 MB
.pad/942988
920.89 KB
5. Choosing Hyperparameters/1. Hyperparameter Optimization Cross-validation, Grid Search, and Random Search.vtt
4.08 KB
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1019.92 KB
5. Choosing Hyperparameters/2. Sampling Logarithmically.mp4
5.24 MB
.pad/798400
779.69 KB
5. Choosing Hyperparameters/2. Sampling Logarithmically.vtt
3.39 KB
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1020.61 KB
5. Choosing Hyperparameters/3. Grid Search in Code.mp4
13.77 MB
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240.36 KB
5. Choosing Hyperparameters/3. Grid Search in Code.vtt
8.15 KB
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1015.85 KB
5. Choosing Hyperparameters/4. Modifying Grid Search.mp4
2.18 MB
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835.12 KB
5. Choosing Hyperparameters/4. Modifying Grid Search.vtt
1.55 KB
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1022.45 KB
5. Choosing Hyperparameters/5. Random Search in Code.mp4
7.94 MB
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57.55 KB
5. Choosing Hyperparameters/5. Random Search in Code.vtt
4.27 KB
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1019.73 KB
6. Weight Initialization/1. Weight Initialization Section Introduction.mp4
1.52 MB
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495.23 KB
6. Weight Initialization/1. Weight Initialization Section Introduction.vtt
1.06 KB
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1022.94 KB
6. Weight Initialization/2. Vanishing and Exploding Gradients.mp4
9.99 MB
.pad/6785
6.63 KB
6. Weight Initialization/2. Vanishing and Exploding Gradients.vtt
6.95 KB
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1017.05 KB
6. Weight Initialization/3. Weight Initialization.mp4
13.6 MB
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412.3 KB
6. Weight Initialization/3. Weight Initialization.vtt
9.11 KB
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1014.89 KB
6. Weight Initialization/4. Local vs. Global Minima.mp4
5.12 MB
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896.24 KB
6. Weight Initialization/4. Local vs. Global Minima.vtt
3.09 KB
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1020.91 KB
6. Weight Initialization/5. Weight Initialization Section Summary.mp4
2.69 MB
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315.99 KB
6. Weight Initialization/5. Weight Initialization Section Summary.vtt
1.86 KB
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1022.14 KB
7. Theano/1. Theano Basics Variables, Functions, Expressions, Optimization.mp4
19.35 MB
.pad/683236
667.22 KB
7. Theano/1. Theano Basics Variables, Functions, Expressions, Optimization.vtt
7.03 KB
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1016.97 KB
7. Theano/2. Building a neural network in Theano.mp4
21.79 MB
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219.83 KB
7. Theano/2. Building a neural network in Theano.vtt
3.96 KB
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1020.04 KB
7. Theano/3. Is Theano Dead.mp4
17.81 MB
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198.37 KB
7. Theano/3. Is Theano Dead.vtt
11.3 KB
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1012.7 KB
8. TensorFlow/1. TensorFlow Basics Variables, Functions, Expressions, Optimization.mp4
17.11 MB
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914.67 KB
8. TensorFlow/1. TensorFlow Basics Variables, Functions, Expressions, Optimization.vtt
5.65 KB
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1018.35 KB
8. TensorFlow/2. Building a neural network in TensorFlow.mp4
23.84 MB
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160.01 KB
8. TensorFlow/2. Building a neural network in TensorFlow.vtt
5.39 KB
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1018.61 KB
8. TensorFlow/3. What is a Session (And more).mp4
23.56 MB
.pad/458308
447.57 KB
8. TensorFlow/3. What is a Session (And more).vtt
16.01 KB
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1007.99 KB
9. GPU Speedup, Homework, and Other Misc Topics/1. Setting up a GPU Instance on Amazon Web Services.mp4
25.68 MB
.pad/331049
323.29 KB
9. GPU Speedup, Homework, and Other Misc Topics/1. Setting up a GPU Instance on Amazon Web Services.vtt
4.2 KB
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1019.8 KB
9. GPU Speedup, Homework, and Other Misc Topics/2. Can Big Data be used to Speed Up Backpropagation.mp4
5.22 MB
.pad/816962
797.81 KB
9. GPU Speedup, Homework, and Other Misc Topics/2. Can Big Data be used to Speed Up Backpropagation.vtt
3.86 KB
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1020.14 KB
9. GPU Speedup, Homework, and Other Misc Topics/3. Exercises and Concepts Still to be Covered.mp4
4.46 MB
.pad/567360
554.06 KB
9. GPU Speedup, Homework, and Other Misc Topics/3. Exercises and Concepts Still to be Covered.vtt
2.64 KB
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1021.36 KB
9. GPU Speedup, Homework, and Other Misc Topics/4. How to Improve your Theano and Tensorflow Skills.mp4
7.33 MB
.pad/699902
683.5 KB
9. GPU Speedup, Homework, and Other Misc Topics/4. How to Improve your Theano and Tensorflow Skills.vtt
5.42 KB
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9. GPU Speedup, Homework, and Other Misc Topics/5. Theano vs. TensorFlow.mp4
9.14 MB
.pad/902698
881.54 KB
9. GPU Speedup, Homework, and Other Misc Topics/5. Theano vs. TensorFlow.vtt
7.47 KB
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title.jpg
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