Udemy - Modern Deep Learning in Python [TP]

Files:

• 1. Introduction and Outline-en_US.srt (12.0 KB)
• 1. Introduction and Outline.mp4 (51.8 MB)
• 2. External URLs.txt (0.1 KB)
• 2. Where to get the Code-en_US.srt (7.1 KB)
• 2. Where to get the Code.mp4 (16.6 MB)
• 3. How to Succeed in this Course-en_US.srt (7.9 KB)
• 3. How to Succeed in this Course.mp4 (46.5 MB)

• 1. Transition to the 2nd Half of the Course-en_US.srt (6.4 KB)
• 1. Transition to the 2nd Half of the Course.mp4 (13.0 MB)

• 1. Facial Expression Recognition Project Introduction-en_US.srt (6.4 KB)
• 1. Facial Expression Recognition Project Introduction.mp4 (12.7 MB)
• 2. Facial Expression Recognition Problem Description-en_US.srt (14.8 KB)
• 2. Facial Expression Recognition Problem Description.mp4 (33.8 MB)
• 3. The class imbalance problem-en_US.srt (7.4 KB)
• 3. The class imbalance problem.mp4 (15.7 MB)
• 4. Utilities walkthrough-en_US.srt (5.4 KB)
• 4. Utilities walkthrough.mp4 (26.1 MB)
• 5. Class-Based ANN in Theano-en_US.srt (14.9 KB)
• 5. Class-Based ANN in Theano.mp4 (96.2 MB)
• 6. Class-Based ANN in TensorFlow-en_US.srt (12.0 KB)
• 6. Class-Based ANN in TensorFlow.mp4 (97.1 MB)
• 7. Facial Expression Recognition Project Summary-en_US.srt (1.7 KB)
• 7. Facial Expression Recognition Project Summary.mp4 (3.8 MB)

• 1. Modern Regularization Techniques Section Introduction-en_US.srt (2.9 KB)
• 1. Modern Regularization Techniques Section Introduction.mp4 (8.0 MB)
• 2. Dropout Regularization-en_US.srt (14.1 KB)
• 2. Dropout Regularization.mp4 (48.8 MB)
• 3. Dropout Intuition-en_US.srt (4.4 KB)
• 3. Dropout Intuition.mp4 (9.1 MB)
• 4. Noise Injection-en_US.srt (6.7 KB)
• 4. Noise Injection.mp4 (14.6 MB)
• 5. Modern Regularization Techniques Section Summary-en_US.srt (2.6 KB)
• 5. Modern Regularization Techniques Section Summary.mp4 (5.3 MB)

• 1. Batch Normalization Introduction-en_US.srt (2.4 KB)
• 1. Batch Normalization Introduction.mp4 (3.5 MB)
• 2. Exponentially-Smoothed Averages-en_US.srt (5.3 KB)
• 2. Exponentially-Smoothed Averages.mp4 (8.3 MB)
• 3. Batch Normalization Theory-en_US.srt (13.5 KB)
• 3. Batch Normalization Theory.mp4 (53.8 MB)
• 4. Batch Normalization Tensorflow (part 1)-en_US.srt (6.4 KB)
• 4. Batch Normalization Tensorflow (part 1).mp4 (11.3 MB)
• 5. Batch Normalization Tensorflow (part 2)-en_US.srt (6.3 KB)
• 5. Batch Normalization Tensorflow (part 2).mp4 (66.5 MB)
• 6. Batch Normalization Theano (part 1)-en_US.srt (5.2 KB)
• 6. Batch Normalization Theano (part 1).mp4 (10.1 MB)
• 7. Batch Normalization Theano (part 2)-en_US.srt (7.7 KB)
• 7. Batch Normalization Theano (part 2).mp4 (76.3 MB)
• 8. Noise Perspective-en_US.srt (2.3 KB)
• 8. Noise Perspective.mp4 (3.3 MB)
• 9. Batch Normalization Summary-en_US.srt (2.0 KB)
• 9. Batch Normalization Summary.mp4 (3.0 MB)

• 1. Keras Discussion-en_US.srt (8.8 KB)
• 1. Keras Discussion.mp4 (15.3 MB)
• 2. Keras in Code-en_US.srt (7.2 KB)
• 2. Keras in Code.mp4 (49.2 MB)
• 3. Keras Functional API-en_US.srt (5.0 KB)
• 3. Keras Functional API.mp4 (29.1 MB)
• 4. How to easily convert Keras into Tensorflow 2.0 code-en_US.srt (1.9 KB)
• 4. How to easily convert Keras into Tensorflow 2.0 code.mp4 (6.2 MB)
• [Tutorialsplanet.NET].url (0.1 KB)

• 1. PyTorch Basics-en_US.srt (14.2 KB)
• 1. PyTorch Basics.mp4 (83.9 MB)
• 2. PyTorch Dropout-en_US.srt (3.0 KB)
• 2. PyTorch Dropout.mp4 (35.8 MB)
• 3. PyTorch Batch Norm-en_US.srt (2.9 KB)
• 3. PyTorch Batch Norm.mp4 (36.8 MB)

• 1. PyTorch, CNTK, and MXNet-en_US.srt (1.0 KB)
• 1. PyTorch, CNTK, and MXNet.mp4 (1.8 MB)

• 1. What's the difference between neural networks and deep learning-en_US.srt (9.8 KB)
• 1. What's the difference between neural networks and deep learning.mp4 (27.2 MB)
• 2. Manually Choosing Learning Rate and Regularization Penalty-en_US.srt (5.3 KB)
• 2. Manually Choosing Learning Rate and Regularization Penalty.mp4 (10.3 MB)

• 1. Windows-Focused Environment Setup 2018-en_US.srt (19.0 KB)
• 1. Windows-Focused Environment Setup 2018.mp4 (308.8 MB)
• 2. How to install Numpy, Scipy, Matplotlib, Pandas, IPython, Theano, and TensorFlow-en_US.srt (13.6 KB)
• 2. How to install Numpy, Scipy, Matplotlib, Pandas, IPython, Theano, and TensorFlow.mp4 (192.0 MB)

• 1. How to Code by Yourself (part 1)-en_US.srt (21.7 KB)
• 1. How to Code by Yourself (part 1).mp4 (93.6 MB)
• 2. How to Code by Yourself (part 2)-en_US.srt (12.8 KB)
• 2. How to Code by Yourself (part 2).mp4 (29.3 MB)
• 3. Proof that using Jupyter Notebook is the same as not using it-en_US.srt (13.5 KB)
• 3. Proof that using Jupyter Notebook is the same as not using it.mp4 (108.5 MB)
• 4. How to Uncompress a .tar.gz file-en_US.srt (3.8 KB)
• 4. How to Uncompress a .tar.gz file.mp4 (6.4 MB)
• 5. Python 2 vs Python 3-en_US.srt (5.8 KB)
• 5. Python 2 vs Python 3.mp4 (10.4 MB)
• [Tutorialsplanet.NET].url (0.1 KB)

• 1. Review (pt 1) Neuron Predictions-en_US.srt (17.1 KB)
• 1. Review (pt 1) Neuron Predictions.mp4 (40.5 MB)
• 2. Review (pt 2) Neuron Learning-en_US.srt (11.7 KB)
• 2. Review (pt 2) Neuron Learning.mp4 (22.2 MB)
• 3. Review (pt 3) Artificial Neural Networks-en_US.srt (14.5 KB)
• 3. Review (pt 3) Artificial Neural Networks.mp4 (34.1 MB)
• 4. Review Exercise Prompt-en_US.srt (7.3 KB)
• 4. Review Exercise Prompt.mp4 (32.2 MB)
• 5. Review Code (pt 1)-en_US.srt (6.9 KB)
• 5. Review Code (pt 1).mp4 (25.9 MB)
• 6. Review Code (pt 2)-en_US.srt (14.9 KB)
• 6. Review Code (pt 2).mp4 (126.8 MB)
• 7. Review Summary-en_US.srt (1.3 KB)
• 7. Review Summary.mp4 (4.3 MB)
• [Tutorialsplanet.NET].url (0.1 KB)

• 1. How to Succeed in this Course (Long Version)-en_US.srt (14.2 KB)
• 1. How to Succeed in this Course (Long Version).mp4 (24.9 MB)
• 2. Is this for Beginners or Experts Academic or Practical Fast or slow-paced-en_US.srt (30.7 KB)
• 2. Is this for Beginners or Experts Academic or Practical Fast or slow-paced.mp4 (60.2 MB)
• 3. Machine Learning and AI Prerequisite Roadmap (pt 1)-en_US.srt (16.0 KB)
• 3. Machine Learning and AI Prerequisite Roadmap (pt 1).mp4 (134.9 MB)
• 4. Machine Learning and AI Prerequisite Roadmap (pt 2)-en_US.srt (22.7 KB)
• 4. Machine Learning and AI Prerequisite Roadmap (pt 2).mp4 (136.4 MB)

• 1. What is the Appendix-en_US.srt (3.7 KB)
• 1. What is the Appendix.mp4 (8.9 MB)
• 2. BONUS Where to get discount coupons and FREE deep learning material-en_US.srt (7.5 KB)
• 2. BONUS Where to get discount coupons and FREE deep learning material.mp4 (37.8 MB)

• 1. Stochastic Gradient Descent and Mini-Batch Gradient Descent (Theory)-en_US.srt (20.5 KB)
• 1. Stochastic Gradient Descent and Mini-Batch Gradient Descent (Theory).mp4 (57.6 MB)
• 2. SGD Exercise Prompt-en_US.srt (4.3 KB)
• 2. SGD Exercise Prompt.mp4 (9.7 MB)
• 3. Stochastic Gradient Descent and Mini-Batch Gradient Descent (Code pt 1)-en_US.srt (13.3 KB)
• 3. Stochastic Gradient Descent and Mini-Batch Gradient Descent (Code pt 1).mp4 (52.0 MB)
• 4. Stochastic Gradient Descent and Mini-Batch Gradient Descent (Code pt 2)-en_US.srt (14.3 KB)
• 4. Stochastic Gradient Descent and Mini-Batch Gradient Descent (Code pt 2).mp4 (110.6 MB)

• 1. Using Momentum to Speed Up Training-en_US.srt (7.5 KB)
• 1. Using Momentum to Speed Up Training.mp4 (25.6 MB)
• 2. Nesterov Momentum-en_US.srt (7.2 KB)
• 2. Nesterov Momentum.mp4 (12.9 MB)
• 3. Momentum in Code-en_US.srt (6.1 KB)
• 3. Momentum in Code.mp4 (38.1 MB)
• 4. Variable and adaptive learning rates-en_US.srt (14.6 KB)
• 4. Variable and adaptive learning rates.mp4 (23.5 MB)
• 5. Constant learning rate vs. RMSProp in Code-en_US.srt (3.9 KB)
• 5. Constant learning rate vs. RMSProp in Code.mp4 (24.2 MB)
• 6. Adam Optimization (pt 1)-en_US.srt (16.1 KB)
• 6. Adam Optimization (pt 1).mp4 (55.2 MB)
• 7. Adam Optimization (pt 2)-en_US.srt (13.9 KB)
• 7. Adam Optimization (pt 2).mp4 (52.8 MB)
• 8. Adam in Code-en_US.srt (6.4 KB)
• 8. Adam in Code.mp4 (30.5 MB)
• 9. Suggestion Box-en_US.srt (4.5 KB)
• 9. Suggestion Box.mp4 (19.4 MB)

• 1. Hyperparameter Optimization Cross-validation, Grid Search, and Random Search-en_US.srt (4.6 KB)
• 1. Hyperparameter Optimization Cross-validation, Grid Search, and Random Search.mp4 (7.9 MB)
• 2. Sampling Logarithmically-en_US.srt (3.8 KB)
• 2. Sampling Logarithmically.mp4 (5.2 MB)
• 3. Grid Search in Code-en_US.srt (8.9 KB)
• 3. Grid Search in Code.mp4 (68.5 MB)
• 4. Modifying Grid Search-en_US.srt (1.8 KB)
• 4. Modifying Grid Search.mp4 (2.4 MB)
• 5. Random Search in Code-en_US.srt (4.5 KB)
• 5. Random Search in Code.mp4 (39.0 MB)

• 1. Weight Initialization Section Introduction-en_US.srt (1.2 KB)
• 1. Weight Initialization Section Introduction.mp4 (1.7 MB)
• 2. Vanishing and Exploding Gradients-en_US.srt (7.8 KB)
• 2. Vanishing and Exploding Gradients.mp4 (13.5 MB)
• 3. Weight Initialization-en_US.srt (10.1 KB)
• 3. Weight Initialization.mp4 (15.0 MB)
• 4. Local vs. Global Minima-en_US.srt (3.4 KB)
• 4. Local vs. Global Minima.mp4 (8.3 MB)
• 5. Weight Initialization Section Summary-en_US.srt (2.0 KB)
• 5. Weight Initialization Section Summary.mp4 (3.5 MB)

• 1. Theano Basics Variables, Functions, Expressions, Optimization-en_US.srt (7.0 KB)
• 1. Theano Basics Variables, Functions, Expressions, Optimization.mp4 (65.3 MB)
• 2. Building a neural network in Theano-en_US.srt (3.7 KB)
• 2. Building a neural network in Theano.mp4 (49.9 MB)
• 3. Is Theano Dead-en_US.srt (12.7 KB)
• 3. Is Theano Dead.mp4 (23.1 MB)
• [Tutorialsplanet.NET].url (0.1 KB)

• 1. TensorFlow Basics Variables, Functions, Expressions, Optimization-en_US.srt (5.7 KB)
• 1. TensorFlow Basics Variables, Functions, Expressions, Optimization.mp4 (39.2 MB)
• 2. Building a neural network in TensorFlow-en_US.srt (5.7 KB)
• 2. Building a neural network in TensorFlow.mp4 (43.4 MB)
• 3. What is a Session (And more)-en_US.srt (17.8 KB)
• 3. What is a Session (And more).mp4 (31.1 MB)

• 1. Setting up a GPU Instance on Amazon Web Services-en_US.srt (4.3 KB)
• 1. Setting up a GPU Instance on Amazon Web Services.mp4 (101.9 MB)
• 2. Installing NVIDIA GPU-Accelerated Deep Learning Libraries on your Home Computer-en_US.srt (31.1 KB)
• 2. Installing NVIDIA GPU-Accelerated Deep Learning Libraries on your Home Computer.mp4 (236.3 MB)
• 3. Can Big Data be used to Speed Up Backpropagation-en_US.srt (4.1 KB)
• 3. Can Big Data be used to Speed Up Backpropagation.mp4 (9.4 MB)
• 4. Exercises and Concepts Still to be Covered-en_US.srt (2.7 KB)
• 4. Exercises and Concepts Still to be Covered.mp4 (8.7 MB)
• 5. How to Improve your Theano and Tensorflow Skills-en_US.srt (5.9 KB)
• 5. How to Improve your Theano and Tensorflow Skills.mp4 (31.9 MB)
• 6. Theano vs. TensorFlow-en_US.srt (8.2 KB)
• 6. Theano vs. TensorFlow.mp4 (16.4 MB)

• [Tutorialsplanet.NET].url (0.1 KB)