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Udemy - PyTorch for Deep Learning with Python Bootcamp (9.2019)
大小 6.72 GB
文件数 209
Info Hash: 7122344B391370EED544A16255D146CC5AC3536D
收录时间 2026-01-10 21:11:50
更新时间 2026-01-10 21:57:02
文件列表 (209)
1. Course Overview, Installs, and Setup/1. COURSE OVERVIEW LECTURE - PLEASE DO NOT SKIP!.mp4
38.84 MB
1. Course Overview, Installs, and Setup/1. COURSE OVERVIEW LECTURE - PLEASE DO NOT SKIP!.vtt
10.07 KB
1. Course Overview, Installs, and Setup/1.1 PYTORCH_NOTEBOOKS.zip.zip
195.96 MB
1. Course Overview, Installs, and Setup/2. Installation and Environment Setup.mp4
115.96 MB
1. Course Overview, Installs, and Setup/2. Installation and Environment Setup.vtt
25.88 KB
1. Course Overview, Installs, and Setup/2.1 PYTORCH_NOTEBOOKS.zip.zip
195.96 MB
1. Course Overview, Installs, and Setup/2.2 Link for .yml environment file.html
127 B
10. Using a GPU with PyTorch and CUDA/1. Why do we need GPUs.mp4
102.4 MB
10. Using a GPU with PyTorch and CUDA/1. Why do we need GPUs.vtt
17.36 KB
10. Using a GPU with PyTorch and CUDA/1.1 PyTorch on AWS.html
92 B
10. Using a GPU with PyTorch and CUDA/1.2 PyTorch Official Install Page.html
101 B
10. Using a GPU with PyTorch and CUDA/1.3 NVIDIA CUDA Installation Page.html
142 B
10. Using a GPU with PyTorch and CUDA/1.4 PyTorch on Google Cloud Platform.html
130 B
10. Using a GPU with PyTorch and CUDA/1.5 PyTorch on Microsoft Azure.html
129 B
10. Using a GPU with PyTorch and CUDA/1.6 Google Collab with PyTorch.html
115 B
10. Using a GPU with PyTorch and CUDA/1.7 CUDA with PyTorch.html
108 B
10. Using a GPU with PyTorch and CUDA/2. Using GPU for PyTorch.mp4
114.09 MB
10. Using a GPU with PyTorch and CUDA/2. Using GPU for PyTorch.vtt
21.93 KB
11. NLP with PyTorch/1. Introduction to NLP with PyTorch.mp4
15.98 MB
11. NLP with PyTorch/1. Introduction to NLP with PyTorch.vtt
3.38 KB
11. NLP with PyTorch/2. Encoding Text Data.mp4
109.42 MB
11. NLP with PyTorch/2. Encoding Text Data.vtt
18.82 KB
11. NLP with PyTorch/3. Generating Training Batches.mp4
96.47 MB
11. NLP with PyTorch/3. Generating Training Batches.vtt
16.51 KB
11. NLP with PyTorch/4. Creating the LSTM Model.mp4
73.58 MB
11. NLP with PyTorch/4. Creating the LSTM Model.vtt
13.53 KB
11. NLP with PyTorch/5. Training the LSTM Model.mp4
81.66 MB
11. NLP with PyTorch/5. Training the LSTM Model.vtt
12.63 KB
11. NLP with PyTorch/6. OUR MODEL FOR DOWNLOAD.html
588 B
11. NLP with PyTorch/6.1 Google Drive Link for another Model.html
143 B
11. NLP with PyTorch/7. Generating Predictions.mp4
72.59 MB
11. NLP with PyTorch/7. Generating Predictions.vtt
11.63 KB
12. BONUS SECTION THANK YOU!/1. BONUS LECTURE.html
532 B
2. COURSE OVERVIEW CONFIRMATION CHECK/1. DID YOU WATCH THE COURSE OVERVIEW LECTURE.html
157 B
3. Crash Course NumPy/1. Introduction to NumPy.mp4
3.9 MB
3. Crash Course NumPy/1. Introduction to NumPy.vtt
871 B
3. Crash Course NumPy/2. NumPy Arrays.mp4
60.45 MB
3. Crash Course NumPy/2. NumPy Arrays.vtt
13.6 KB
3. Crash Course NumPy/3. NumPy Arrays Part Two.mp4
54.95 MB
3. Crash Course NumPy/3. NumPy Arrays Part Two.vtt
10.43 KB
3. Crash Course NumPy/4. Numpy Index Selection.mp4
58.91 MB
3. Crash Course NumPy/4. Numpy Index Selection.vtt
14.25 KB
3. Crash Course NumPy/5. NumPy Operations.mp4
40.4 MB
3. Crash Course NumPy/5. NumPy Operations.vtt
8.21 KB
3. Crash Course NumPy/6. Numpy Exercises.mp4
12.32 MB
3. Crash Course NumPy/6. Numpy Exercises.vtt
1.87 KB
3. Crash Course NumPy/7. Numpy Exercises - Solutions.mp4
54.85 MB
3. Crash Course NumPy/7. Numpy Exercises - Solutions.vtt
9.33 KB
4. Crash Course Pandas/1. Pandas Overview.mp4
6.39 MB
4. Crash Course Pandas/1. Pandas Overview.vtt
1.69 KB
4. Crash Course Pandas/2. Pandas Series.mp4
45.11 MB
4. Crash Course Pandas/2. Pandas Series.vtt
12.71 KB
4. Crash Course Pandas/3. Pandas DataFrames - Part One.mp4
87.83 MB
4. Crash Course Pandas/3. Pandas DataFrames - Part One.vtt
16.43 KB
4. Crash Course Pandas/4. Pandas DataFrames - Part Two.mp4
73.08 MB
4. Crash Course Pandas/4. Pandas DataFrames - Part Two.vtt
13.46 KB
4. Crash Course Pandas/5. GroupBy Operations.mp4
28.98 MB
4. Crash Course Pandas/5. GroupBy Operations.vtt
7.57 KB
4. Crash Course Pandas/6. Pandas Operations.mp4
43.8 MB
4. Crash Course Pandas/6. Pandas Operations.vtt
11.7 KB
4. Crash Course Pandas/7. Data Input and Output.mp4
68.3 MB
4. Crash Course Pandas/7. Data Input and Output.vtt
13.16 KB
4. Crash Course Pandas/8. Pandas Exercises.mp4
30.98 MB
4. Crash Course Pandas/8. Pandas Exercises.vtt
5.23 KB
4. Crash Course Pandas/9. Pandas Exercises - Solutions.mp4
63.67 MB
4. Crash Course Pandas/9. Pandas Exercises - Solutions.vtt
10.32 KB
5. PyTorch Basics/1. PyTorch Basics Introduction.mp4
16.78 MB
5. PyTorch Basics/1. PyTorch Basics Introduction.vtt
4.17 KB
5. PyTorch Basics/2. Tensor Basics.mp4
42.53 MB
5. PyTorch Basics/2. Tensor Basics.vtt
9.5 KB
5. PyTorch Basics/3. Tensor Basics - Part Two.mp4
82.51 MB
5. PyTorch Basics/3. Tensor Basics - Part Two.vtt
18.52 KB
5. PyTorch Basics/4. Tensor Operations.mp4
71.33 MB
5. PyTorch Basics/4. Tensor Operations.vtt
17.2 KB
5. PyTorch Basics/5. Tensor Operations - Part Two.mp4
33.96 MB
5. PyTorch Basics/5. Tensor Operations - Part Two.vtt
7.8 KB
5. PyTorch Basics/6. PyTorch Basics - Exercise.mp4
17.37 MB
5. PyTorch Basics/6. PyTorch Basics - Exercise.vtt
3.48 KB
5. PyTorch Basics/7. PyTorch Basics - Exercise Solutions.mp4
35.02 MB
5. PyTorch Basics/7. PyTorch Basics - Exercise Solutions.vtt
6.04 KB
6. Machine Learning Concepts Overview/1. What is Machine Learning.mp4
22.38 MB
6. Machine Learning Concepts Overview/1. What is Machine Learning.vtt
5.16 KB
6. Machine Learning Concepts Overview/2. Supervised Learning.mp4
45.42 MB
6. Machine Learning Concepts Overview/2. Supervised Learning.vtt
10.9 KB
6. Machine Learning Concepts Overview/3. Overfitting.mp4
30.37 MB
6. Machine Learning Concepts Overview/3. Overfitting.vtt
10.42 KB
6. Machine Learning Concepts Overview/4. Evaluating Performance - Classification Error Metrics.mp4
93.83 MB
6. Machine Learning Concepts Overview/4. Evaluating Performance - Classification Error Metrics.vtt
21.88 KB
6. Machine Learning Concepts Overview/5. Evaluating Performance - Regression Error Metrics.mp4
27.92 MB
6. Machine Learning Concepts Overview/5. Evaluating Performance - Regression Error Metrics.vtt
7.43 KB
6. Machine Learning Concepts Overview/6. Unsupervised Learning.mp4
21.76 MB
6. Machine Learning Concepts Overview/6. Unsupervised Learning.vtt
6.24 KB
7. ANN - Artificial Neural Networks/1. Introduction to ANN Section.mp4
8.65 MB
7. ANN - Artificial Neural Networks/1. Introduction to ANN Section.vtt
2.27 KB
7. ANN - Artificial Neural Networks/10. Linear Regression with PyTorch - Part Two.mp4
149.79 MB
7. ANN - Artificial Neural Networks/10. Linear Regression with PyTorch - Part Two.vtt
25.16 KB
7. ANN - Artificial Neural Networks/11. DataSets with PyTorch.mp4
109.13 MB
7. ANN - Artificial Neural Networks/11. DataSets with PyTorch.vtt
20.25 KB
7. ANN - Artificial Neural Networks/12. Basic Pytorch ANN - Part One.mp4
60.76 MB
7. ANN - Artificial Neural Networks/12. Basic Pytorch ANN - Part One.vtt
14.54 KB
7. ANN - Artificial Neural Networks/13. Basic PyTorch ANN - Part Two.mp4
93.2 MB
7. ANN - Artificial Neural Networks/13. Basic PyTorch ANN - Part Two.vtt
19.27 KB
7. ANN - Artificial Neural Networks/14. Basic PyTorch ANN - Part Three.mp4
88.6 MB
7. ANN - Artificial Neural Networks/14. Basic PyTorch ANN - Part Three.vtt
16.95 KB
7. ANN - Artificial Neural Networks/15. Introduction to Full ANN with PyTorch.mp4
35.18 MB
7. ANN - Artificial Neural Networks/15. Introduction to Full ANN with PyTorch.vtt
9.49 KB
7. ANN - Artificial Neural Networks/16. Full ANN Code Along - Regression - Part One - Feature Engineering.mp4
161.64 MB
7. ANN - Artificial Neural Networks/16. Full ANN Code Along - Regression - Part One - Feature Engineering.vtt
24.58 KB
7. ANN - Artificial Neural Networks/17. Full ANN Code Along - Regression - Part 2 - Categorical and Continuous Features.mp4
129.24 MB
7. ANN - Artificial Neural Networks/17. Full ANN Code Along - Regression - Part 2 - Categorical and Continuous Features.vtt
23.01 KB
7. ANN - Artificial Neural Networks/18. Full ANN Code Along - Regression - Part Three - Tabular Model.mp4
115.06 MB
7. ANN - Artificial Neural Networks/18. Full ANN Code Along - Regression - Part Three - Tabular Model.vtt
19.3 KB
7. ANN - Artificial Neural Networks/19. Full ANN Code Along - Regression - Part Four - Training and Evaluation.mp4
117.22 MB
7. ANN - Artificial Neural Networks/19. Full ANN Code Along - Regression - Part Four - Training and Evaluation.vtt
19.12 KB
7. ANN - Artificial Neural Networks/2. Theory - Perceptron Model.mp4
55.79 MB
7. ANN - Artificial Neural Networks/2. Theory - Perceptron Model.vtt
13.02 KB
7. ANN - Artificial Neural Networks/20. Full ANN Code Along - Classification Example.mp4
68.66 MB
7. ANN - Artificial Neural Networks/20. Full ANN Code Along - Classification Example.vtt
9.55 KB
7. ANN - Artificial Neural Networks/21. ANN - Exercise Overview.mp4
57.56 MB
7. ANN - Artificial Neural Networks/21. ANN - Exercise Overview.vtt
8.17 KB
7. ANN - Artificial Neural Networks/22. ANN - Exercise Solutions.mp4
135.79 MB
7. ANN - Artificial Neural Networks/22. ANN - Exercise Solutions.vtt
19.53 KB
7. ANN - Artificial Neural Networks/3. Theory - Neural Network.mp4
41.45 MB
7. ANN - Artificial Neural Networks/3. Theory - Neural Network.vtt
9.63 KB
7. ANN - Artificial Neural Networks/4. Theory - Activation Functions.mp4
71.09 MB
7. ANN - Artificial Neural Networks/4. Theory - Activation Functions.vtt
14.26 KB
7. ANN - Artificial Neural Networks/5. Multi-Class Classification.mp4
53.92 MB
7. ANN - Artificial Neural Networks/5. Multi-Class Classification.vtt
14.1 KB
7. ANN - Artificial Neural Networks/6. Theory - Cost Functions and Gradient Descent.mp4
89.46 MB
7. ANN - Artificial Neural Networks/6. Theory - Cost Functions and Gradient Descent.vtt
23.91 KB
7. ANN - Artificial Neural Networks/7. Theory - BackPropagation.mp4
67.89 MB
7. ANN - Artificial Neural Networks/7. Theory - BackPropagation.vtt
18.03 KB
7. ANN - Artificial Neural Networks/7.1 Backpropagation - Great Theory Book!.html
112 B
7. ANN - Artificial Neural Networks/7.1 BackPropagation Explained 1.html
133 B
7. ANN - Artificial Neural Networks/7.2 Backpropagation - Great Theory Book!.html
112 B
7. ANN - Artificial Neural Networks/7.2 BackPropagation Explained 1.html
133 B
7. ANN - Artificial Neural Networks/8. PyTorch Gradients.mp4
70.33 MB
7. ANN - Artificial Neural Networks/8. PyTorch Gradients.vtt
15.53 KB
7. ANN - Artificial Neural Networks/9. Linear Regression with PyTorch.mp4
51.5 MB
7. ANN - Artificial Neural Networks/9. Linear Regression with PyTorch.vtt
13.53 KB
8. CNN - Convolutional Neural Networks/1. Introduction to CNNs.mp4
9.74 MB
8. CNN - Convolutional Neural Networks/1. Introduction to CNNs.vtt
2.54 KB
8. CNN - Convolutional Neural Networks/10. MNIST Data Revisited.mp4
10.8 MB
8. CNN - Convolutional Neural Networks/10. MNIST Data Revisited.vtt
2.79 KB
8. CNN - Convolutional Neural Networks/11. MNIST with CNN - Code Along - Part One.mp4
122.91 MB
8. CNN - Convolutional Neural Networks/11. MNIST with CNN - Code Along - Part One.vtt
24.13 KB
8. CNN - Convolutional Neural Networks/12. MNIST with CNN - Code Along - Part Two.mp4
105.52 MB
8. CNN - Convolutional Neural Networks/12. MNIST with CNN - Code Along - Part Two.vtt
21.38 KB
8. CNN - Convolutional Neural Networks/13. MNIST with CNN - Code Along - Part Three.mp4
54.82 MB
8. CNN - Convolutional Neural Networks/13. MNIST with CNN - Code Along - Part Three.vtt
11.5 KB
8. CNN - Convolutional Neural Networks/14. CIFAR-10 DataSet with CNN - Code Along - Part One.mp4
56.65 MB
8. CNN - Convolutional Neural Networks/14. CIFAR-10 DataSet with CNN - Code Along - Part One.vtt
9.13 KB
8. CNN - Convolutional Neural Networks/15. CIFAR-10 DataSet with CNN - Code Along - Part Two.mp4
146.31 MB
8. CNN - Convolutional Neural Networks/15. CIFAR-10 DataSet with CNN - Code Along - Part Two.vtt
24.21 KB
8. CNN - Convolutional Neural Networks/16. Loading Real Image Data - Part One.mp4
91.07 MB
8. CNN - Convolutional Neural Networks/16. Loading Real Image Data - Part One.vtt
21.25 KB
8. CNN - Convolutional Neural Networks/16.1 Google Drive Download Link for CATS_DOGS .zip file.html
127 B
8. CNN - Convolutional Neural Networks/17. Loading Real Image Data - Part Two.mp4
164.19 MB
8. CNN - Convolutional Neural Networks/17. Loading Real Image Data - Part Two.vtt
23.85 KB
8. CNN - Convolutional Neural Networks/18. CNN on Custom Images - Part One - Loading Data.mp4
158.91 MB
8. CNN - Convolutional Neural Networks/18. CNN on Custom Images - Part One - Loading Data.vtt
28.17 KB
8. CNN - Convolutional Neural Networks/19. CNN on Custom Images - Part Two - Training and Evaluating Model.mp4
76.17 MB
8. CNN - Convolutional Neural Networks/19. CNN on Custom Images - Part Two - Training and Evaluating Model.vtt
16.66 KB
8. CNN - Convolutional Neural Networks/2. Understanding the MNIST data set.mp4
16.83 MB
8. CNN - Convolutional Neural Networks/2. Understanding the MNIST data set.vtt
4.6 KB
8. CNN - Convolutional Neural Networks/20. CNN on Custom Images - Part Three - PreTrained Networks.mp4
100.71 MB
8. CNN - Convolutional Neural Networks/20. CNN on Custom Images - Part Three - PreTrained Networks.vtt
18.71 KB
8. CNN - Convolutional Neural Networks/21. CNN Exercise.mp4
27.61 MB
8. CNN - Convolutional Neural Networks/21. CNN Exercise.vtt
4.13 KB
8. CNN - Convolutional Neural Networks/22. CNN Exercise Solutions.mp4
61.33 MB
8. CNN - Convolutional Neural Networks/22. CNN Exercise Solutions.vtt
9.49 KB
8. CNN - Convolutional Neural Networks/3. ANN with MNIST - Part One - Data.mp4
116.75 MB
8. CNN - Convolutional Neural Networks/3. ANN with MNIST - Part One - Data.vtt
25.79 KB
8. CNN - Convolutional Neural Networks/4. ANN with MNIST - Part Two - Creating the Network.mp4
64.35 MB
8. CNN - Convolutional Neural Networks/4. ANN with MNIST - Part Two - Creating the Network.vtt
13.14 KB
8. CNN - Convolutional Neural Networks/5. ANN with MNIST - Part Three - Training.mp4
92.03 MB
8. CNN - Convolutional Neural Networks/5. ANN with MNIST - Part Three - Training.vtt
18.61 KB
8. CNN - Convolutional Neural Networks/6. ANN with MNIST - Part Four - Evaluation.mp4
58.43 MB
8. CNN - Convolutional Neural Networks/6. ANN with MNIST - Part Four - Evaluation.vtt
11.13 KB
8. CNN - Convolutional Neural Networks/7. Image Filters and Kernels.mp4
86.97 MB
8. CNN - Convolutional Neural Networks/7. Image Filters and Kernels.vtt
15.78 KB
8. CNN - Convolutional Neural Networks/8. Convolutional Layers.mp4
68.62 MB
8. CNN - Convolutional Neural Networks/8. Convolutional Layers.vtt
18.33 KB
8. CNN - Convolutional Neural Networks/9. Pooling Layers.mp4
32.97 MB
8. CNN - Convolutional Neural Networks/9. Pooling Layers.vtt
8.85 KB
9. Recurrent Neural Networks/1. Introduction to Recurrent Neural Networks.mp4
9.53 MB
9. Recurrent Neural Networks/1. Introduction to Recurrent Neural Networks.vtt
2.5 KB
9. Recurrent Neural Networks/10. RNN on a Time Series - Part Two.mp4
140.67 MB
9. Recurrent Neural Networks/10. RNN on a Time Series - Part Two.vtt
23.51 KB
9. Recurrent Neural Networks/11. RNN Exercise.mp4
38.95 MB
9. Recurrent Neural Networks/11. RNN Exercise.vtt
6.55 KB
9. Recurrent Neural Networks/12. RNN Exercise - Solutions.mp4
87.08 MB
9. Recurrent Neural Networks/12. RNN Exercise - Solutions.vtt
13.36 KB
9. Recurrent Neural Networks/2. RNN Basic Theory.mp4
34.99 MB
9. Recurrent Neural Networks/2. RNN Basic Theory.vtt
9.51 KB
9. Recurrent Neural Networks/3. Vanishing Gradients.mp4
32.48 MB
9. Recurrent Neural Networks/3. Vanishing Gradients.vtt
9.64 KB
9. Recurrent Neural Networks/4. LSTMS and GRU.mp4
48.98 MB
9. Recurrent Neural Networks/4. LSTMS and GRU.vtt
14.75 KB
9. Recurrent Neural Networks/5. RNN Batches Theory.mp4
37.82 MB
9. Recurrent Neural Networks/5. RNN Batches Theory.vtt
10.55 KB
9. Recurrent Neural Networks/6. RNN - Creating Batches with Data.mp4
91.16 MB
9. Recurrent Neural Networks/6. RNN - Creating Batches with Data.vtt
15.54 KB
9. Recurrent Neural Networks/7. Basic RNN - Creating the LSTM Model.mp4
89.77 MB
9. Recurrent Neural Networks/7. Basic RNN - Creating the LSTM Model.vtt
15.96 KB
9. Recurrent Neural Networks/8. Basic RNN - Training and Forecasting.mp4
136.67 MB
9. Recurrent Neural Networks/8. Basic RNN - Training and Forecasting.vtt
25.14 KB
9. Recurrent Neural Networks/9. RNN on a Time Series - Part One.mp4
89.04 MB
9. Recurrent Neural Networks/9. RNN on a Time Series - Part One.vtt
18.56 KB
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