[ DevCourseWeb.com ] Deep Learning with Python - Optimizing Deep Learning Models

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182 B

~Get Your Files Here !/01 - Introduction/01 - Optimizing deep learning models.mp4

3.51 MB

~Get Your Files Here !/01 - Introduction/01 - Optimizing deep learning models.srt

1.5 KB

~Get Your Files Here !/01 - Introduction/02 - What you should know.mp4

1.17 MB

~Get Your Files Here !/01 - Introduction/02 - What you should know.srt

1.37 KB

~Get Your Files Here !/01 - Introduction/03 - Using the exercise files.mp4

2.76 MB

~Get Your Files Here !/01 - Introduction/03 - Using the exercise files.srt

2.11 KB

~Get Your Files Here !/02 - 1. Optimizing Deep Learning Models/01 - The importance of optimizing deep learning models.mp4

6 MB

~Get Your Files Here !/02 - 1. Optimizing Deep Learning Models/01 - The importance of optimizing deep learning models.srt

5.09 KB

~Get Your Files Here !/03 - 2. Regularization Techniques/01 - The bias-variance trade-off.mp4

5.86 MB

~Get Your Files Here !/03 - 2. Regularization Techniques/01 - The bias-variance trade-off.srt

5.68 KB

~Get Your Files Here !/03 - 2. Regularization Techniques/02 - Lasso and ridge regularization.mp4

7.45 MB

~Get Your Files Here !/03 - 2. Regularization Techniques/02 - Lasso and ridge regularization.srt

6.48 KB

~Get Your Files Here !/03 - 2. Regularization Techniques/03 - Applying L1 regularization to a deep learning model.mp4

9.79 MB

~Get Your Files Here !/03 - 2. Regularization Techniques/03 - Applying L1 regularization to a deep learning model.srt

4.59 KB

~Get Your Files Here !/03 - 2. Regularization Techniques/04 - Applying L2 regularization to a deep learning model.mp4

9.58 MB

~Get Your Files Here !/03 - 2. Regularization Techniques/04 - Applying L2 regularization to a deep learning model.srt

4.94 KB

~Get Your Files Here !/03 - 2. Regularization Techniques/05 - Elastic Net regularization.mp4

4.66 MB

~Get Your Files Here !/03 - 2. Regularization Techniques/05 - Elastic Net regularization.srt

3.96 KB

~Get Your Files Here !/03 - 2. Regularization Techniques/06 - Dropout regularization.mp4

4.68 MB

~Get Your Files Here !/03 - 2. Regularization Techniques/06 - Dropout regularization.srt

4.52 KB

~Get Your Files Here !/03 - 2. Regularization Techniques/07 - Applying dropout regularization to a deep learning model.mp4

9.86 MB

~Get Your Files Here !/03 - 2. Regularization Techniques/07 - Applying dropout regularization to a deep learning model.srt

4.38 KB

~Get Your Files Here !/04 - 3. Loss Functions and Optimization Algorithms/01 - Common loss functions in deep learning.mp4

10.61 MB

~Get Your Files Here !/04 - 3. Loss Functions and Optimization Algorithms/01 - Common loss functions in deep learning.srt

7.95 KB

~Get Your Files Here !/04 - 3. Loss Functions and Optimization Algorithms/02 - Batch gradient descent.mp4

5.62 MB

~Get Your Files Here !/04 - 3. Loss Functions and Optimization Algorithms/02 - Batch gradient descent.srt

5.9 KB

~Get Your Files Here !/04 - 3. Loss Functions and Optimization Algorithms/03 - Stochastic gradient descent (SGD).mp4

4.58 MB

~Get Your Files Here !/04 - 3. Loss Functions and Optimization Algorithms/03 - Stochastic gradient descent (SGD).srt

4.81 KB

~Get Your Files Here !/04 - 3. Loss Functions and Optimization Algorithms/04 - Mini-batch gradient descent.mp4

5.47 MB

~Get Your Files Here !/04 - 3. Loss Functions and Optimization Algorithms/04 - Mini-batch gradient descent.srt

6.11 KB

~Get Your Files Here !/04 - 3. Loss Functions and Optimization Algorithms/05 - Adaptive Gradient Algorithm (AdaGrad).mp4

8.72 MB

~Get Your Files Here !/04 - 3. Loss Functions and Optimization Algorithms/05 - Adaptive Gradient Algorithm (AdaGrad).srt

7.63 KB

~Get Your Files Here !/04 - 3. Loss Functions and Optimization Algorithms/06 - Root Mean Square Propagation (RMSProp).mp4

4.27 MB

~Get Your Files Here !/04 - 3. Loss Functions and Optimization Algorithms/06 - Root Mean Square Propagation (RMSProp).srt

3.84 KB

~Get Your Files Here !/04 - 3. Loss Functions and Optimization Algorithms/07 - Adaptive Delta (AdaDelta).mp4

2.56 MB

~Get Your Files Here !/04 - 3. Loss Functions and Optimization Algorithms/07 - Adaptive Delta (AdaDelta).srt

2.83 KB

~Get Your Files Here !/04 - 3. Loss Functions and Optimization Algorithms/08 - Adaptive Moment Estimation (Adam).mp4

6.14 MB

~Get Your Files Here !/04 - 3. Loss Functions and Optimization Algorithms/08 - Adaptive Moment Estimation (Adam).srt

5.24 KB

~Get Your Files Here !/05 - 4. Hyperparameter Tuning Techniques/01 - Parameters versus hyperparameters.mp4

9.74 MB

~Get Your Files Here !/05 - 4. Hyperparameter Tuning Techniques/01 - Parameters versus hyperparameters.srt

7.4 KB

~Get Your Files Here !/05 - 4. Hyperparameter Tuning Techniques/02 - Key hyperparameters in deep learning.mp4

14.86 MB

~Get Your Files Here !/05 - 4. Hyperparameter Tuning Techniques/02 - Key hyperparameters in deep learning.srt

12.58 KB

~Get Your Files Here !/05 - 4. Hyperparameter Tuning Techniques/03 - Methods for hyperparameter tuning.mp4

10.33 MB

~Get Your Files Here !/05 - 4. Hyperparameter Tuning Techniques/03 - Methods for hyperparameter tuning.srt

10.22 KB

~Get Your Files Here !/05 - 4. Hyperparameter Tuning Techniques/04 - Defining a tunable deep learning model in Keras.mp4

17.95 MB

~Get Your Files Here !/05 - 4. Hyperparameter Tuning Techniques/04 - Defining a tunable deep learning model in Keras.srt

9.75 KB

~Get Your Files Here !/05 - 4. Hyperparameter Tuning Techniques/05 - Using KerasTuner for hyperparameter tuning.mp4

23.49 MB

~Get Your Files Here !/05 - 4. Hyperparameter Tuning Techniques/05 - Using KerasTuner for hyperparameter tuning.srt

11.51 KB

~Get Your Files Here !/06 - 5. Advanced Training Techniques/01 - Batch normalization.mp4

4.95 MB

~Get Your Files Here !/06 - 5. Advanced Training Techniques/01 - Batch normalization.srt

4.86 KB

~Get Your Files Here !/06 - 5. Advanced Training Techniques/02 - Applying batch normalization to a deep learning model.mp4

8 MB

~Get Your Files Here !/06 - 5. Advanced Training Techniques/02 - Applying batch normalization to a deep learning model.srt

4.43 KB

~Get Your Files Here !/06 - 5. Advanced Training Techniques/03 - Gradient clipping.mp4

9.42 MB

~Get Your Files Here !/06 - 5. Advanced Training Techniques/03 - Gradient clipping.srt

7.79 KB

~Get Your Files Here !/06 - 5. Advanced Training Techniques/04 - Applying gradient clipping to a deep learning model.mp4

9.01 MB

~Get Your Files Here !/06 - 5. Advanced Training Techniques/04 - Applying gradient clipping to a deep learning model.srt

4.41 KB

~Get Your Files Here !/06 - 5. Advanced Training Techniques/05 - Early stopping and checkpointing.mp4

5.08 MB

~Get Your Files Here !/06 - 5. Advanced Training Techniques/05 - Early stopping and checkpointing.srt

5.64 KB

~Get Your Files Here !/06 - 5. Advanced Training Techniques/06 - Learning rate scheduling.mp4

11.05 MB

~Get Your Files Here !/06 - 5. Advanced Training Techniques/06 - Learning rate scheduling.srt

8.22 KB

~Get Your Files Here !/06 - 5. Advanced Training Techniques/07 - Training a deep learning model using callbacks.mp4

20.05 MB

~Get Your Files Here !/06 - 5. Advanced Training Techniques/07 - Training a deep learning model using callbacks.srt

10.19 KB

~Get Your Files Here !/07 - Conclusion/01 - Continuing to optimize deep learning models.mp4

6.1 MB

~Get Your Files Here !/07 - Conclusion/01 - Continuing to optimize deep learning models.srt

5.42 KB

~Get Your Files Here !/Bonus Resources.txt

70 B

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