Name [Udemy] Modern Deep Learning in Python (04.2021)

File Type video

Size 3.71GB

UpdateDate 2024-10-10

hash *****35BD8ACB94AB3B153C8E3011188C93E204

Hot 1

Files 1. Introduction and Outline/1. Introduction and Outline-en_US.srt | 12.03KB 1. Introduction and Outline/1. Introduction and Outline.mp4 | 51.79MB 1. Introduction and Outline/2. External URLs.txt | 75B 1. Introduction and Outline/2. Where to get the Code-en_US.srt | 7.10KB 1. Introduction and Outline/2. Where to get the Code.mp4 | 16.59MB 1. Introduction and Outline/3. How to Succeed in this Course-en_US.srt | 7.94KB 1. Introduction and Outline/3. How to Succeed in this Course.mp4 | 46.54MB 10. Transition to the 2nd Half of the Course/1. Transition to the 2nd Half of the Course-en_US.srt | 6.41KB 10. Transition to the 2nd Half of the Course/1. Transition to the 2nd Half of the Course.mp4 | 13.03MB 11. Project Facial Expression Recognition/1. Facial Expression Recognition Project Introduction-en_US.srt | 6.41KB 11. Project Facial Expression Recognition/1. Facial Expression Recognition Project Introduction.mp4 | 12.74MB 11. Project Facial Expression Recognition/2. Facial Expression Recognition Problem Description-en_US.srt | 14.80KB 11. Project Facial Expression Recognition/2. Facial Expression Recognition Problem Description.mp4 | 33.82MB 11. Project Facial Expression Recognition/3. The class imbalance problem-en_US.srt | 7.36KB 11. Project Facial Expression Recognition/3. The class imbalance problem.mp4 | 15.71MB 11. Project Facial Expression Recognition/4. Utilities walkthrough-en_US.srt | 5.39KB 11. Project Facial Expression Recognition/4. Utilities walkthrough.mp4 | 26.10MB 11. Project Facial Expression Recognition/5. Class-Based ANN in Theano-en_US.srt | 14.85KB 11. Project Facial Expression Recognition/5. Class-Based ANN in Theano.mp4 | 96.19MB 11. Project Facial Expression Recognition/6. Class-Based ANN in TensorFlow-en_US.srt | 11.98KB 11. Project Facial Expression Recognition/6. Class-Based ANN in TensorFlow.mp4 | 97.05MB 11. Project Facial Expression Recognition/7. Facial Expression Recognition Project Summary-en_US.srt | 1.69KB 11. Project Facial Expression Recognition/7. Facial Expression Recognition Project Summary.mp4 | 3.76MB 12. Modern Regularization Techniques/1. Modern Regularization Techniques Section Introduction-en_US.srt | 2.87KB 12. Modern Regularization Techniques/1. Modern Regularization Techniques Section Introduction.mp4 | 7.98MB 12. Modern Regularization Techniques/2. Dropout Regularization-en_US.srt | 14.12KB 12. Modern Regularization Techniques/2. Dropout Regularization.mp4 | 48.75MB 12. Modern Regularization Techniques/3. Dropout Intuition-en_US.srt | 4.37KB 12. Modern Regularization Techniques/3. Dropout Intuition.mp4 | 9.05MB 12. Modern Regularization Techniques/4. Noise Injection-en_US.srt | 6.75KB 12. Modern Regularization Techniques/4. Noise Injection.mp4 | 14.61MB 12. Modern Regularization Techniques/5. Modern Regularization Techniques Section Summary-en_US.srt | 2.55KB 12. Modern Regularization Techniques/5. Modern Regularization Techniques Section Summary.mp4 | 5.29MB 13. Batch Normalization/1. Batch Normalization Introduction-en_US.srt | 2.41KB 13. Batch Normalization/1. Batch Normalization Introduction.mp4 | 3.50MB 13. Batch Normalization/2. Exponentially-Smoothed Averages-en_US.srt | 5.30KB 13. Batch Normalization/2. Exponentially-Smoothed Averages.mp4 | 8.31MB 13. Batch Normalization/3. Batch Normalization Theory-en_US.srt | 13.46KB 13. Batch Normalization/3. Batch Normalization Theory.mp4 | 53.83MB 13. Batch Normalization/4. Batch Normalization Tensorflow (part 1)-en_US.srt | 6.41KB 13. Batch Normalization/4. Batch Normalization Tensorflow (part 1).mp4 | 11.35MB 13. Batch Normalization/5. Batch Normalization Tensorflow (part 2)-en_US.srt | 6.31KB 13. Batch Normalization/5. Batch Normalization Tensorflow (part 2).mp4 | 66.50MB 13. Batch Normalization/6. Batch Normalization Theano (part 1)-en_US.srt | 5.21KB 13. Batch Normalization/6. Batch Normalization Theano (part 1).mp4 | 10.14MB 13. Batch Normalization/7. Batch Normalization Theano (part 2)-en_US.srt | 7.69KB 13. Batch Normalization/7. Batch Normalization Theano (part 2).mp4 | 76.28MB 13. Batch Normalization/8. Noise Perspective-en_US.srt | 2.34KB 13. Batch Normalization/8. Noise Perspective.mp4 | 3.26MB 13. Batch Normalization/9. Batch Normalization Summary-en_US.srt | 2.03KB 13. Batch Normalization/9. Batch Normalization Summary.mp4 | 2.98MB 14. Keras/1. Keras Discussion-en_US.srt | 8.83KB 14. Keras/1. Keras Discussion.mp4 | 15.25MB 14. Keras/2. Keras in Code-en_US.srt | 7.16KB 14. Keras/2. Keras in Code.mp4 | 49.19MB 14. Keras/3. Keras Functional API-en_US.srt | 5.03KB 14. Keras/3. Keras Functional API.mp4 | 29.13MB 14. Keras/4. How to easily convert Keras into Tensorflow 2.0 code-en_US.srt | 1.90KB 14. Keras/4. How to easily convert Keras into Tensorflow 2.0 code.mp4 | 6.23MB 15. PyTorch/1. PyTorch Basics-en_US.srt | 14.23KB 15. PyTorch/1. PyTorch Basics.mp4 | 83.87MB 15. PyTorch/2. PyTorch Dropout-en_US.srt | 3.05KB 15. PyTorch/2. PyTorch Dropout.mp4 | 35.79MB 15. PyTorch/3. PyTorch Batch Norm-en_US.srt | 2.90KB 15. PyTorch/3. PyTorch Batch Norm.mp4 | 36.79MB 16. PyTorch, CNTK, and MXNet/1. PyTorch, CNTK, and MXNet-en_US.srt | 1.04KB 16. PyTorch, CNTK, and MXNet/1. PyTorch, CNTK, and MXNet.mp4 | 1.80MB 17. Deep Learning Review Topics/1. What's the difference between neural networks and deep learning-en_US.srt | 9.84KB 17. Deep Learning Review Topics/1. What's the difference between neural networks and deep learning.mp4 | 27.21MB 17. Deep Learning Review Topics/2. Manually Choosing Learning Rate and Regularization Penalty-en_US.srt | 5.32KB 17. Deep Learning Review Topics/2. Manually Choosing Learning Rate and Regularization Penalty.mp4 | 10.34MB 18. Setting Up Your Environment (FAQ by Student Request)/1. Windows-Focused Environment Setup 2018-en_US.srt | 19.02KB 18. Setting Up Your Environment (FAQ by Student Request)/1. Windows-Focused Environment Setup 2018.mp4 | 308.83MB 18. Setting Up Your Environment (FAQ by Student Request)/2. How to install Numpy, Scipy, Matplotlib, Pandas, IPython, Theano, and TensorFlow-en_US.srt | 13.65KB 18. Setting Up Your Environment (FAQ by Student Request)/2. How to install Numpy, Scipy, Matplotlib, Pandas, IPython, Theano, and TensorFlow.mp4 | 192.04MB 19. Extra Help With Python Coding for Beginners (FAQ by Student Request)/1. How to Code by Yourself (part 1)-en_US.srt | 21.69KB 19. Extra Help With Python Coding for Beginners (FAQ by Student Request)/1. How to Code by Yourself (part 1).mp4 | 93.60MB 19. Extra Help With Python Coding for Beginners (FAQ by Student Request)/2. How to Code by Yourself (part 2)-en_US.srt | 12.76KB 19. Extra Help With Python Coding for Beginners (FAQ by Student Request)/2. How to Code by Yourself (part 2).mp4 | 29.27MB 19. Extra Help With Python Coding for Beginners (FAQ by Student Request)/3. Proof that using Jupyter Notebook is the same as not using it-en_US.srt | 13.50KB 19. Extra Help With Python Coding for Beginners (FAQ by Student Request)/3. Proof that using Jupyter Notebook is the same as not using it.mp4 | 108.46MB 19. Extra Help With Python Coding for Beginners (FAQ by Student Request)/4. How to Uncompress a .tar.gz file-en_US.srt | 3.81KB 19. Extra Help With Python Coding for Beginners (FAQ by Student Request)/4. How to Uncompress a .tar.gz file.mp4 | 6.43MB 19. Extra Help With Python Coding for Beginners (FAQ by Student Request)/5. Python 2 vs Python 3-en_US.srt | 5.84KB 19. Extra Help With Python Coding for Beginners (FAQ by Student Request)/5. Python 2 vs Python 3.mp4 | 10.40MB 2. Review/1. Review (pt 1) Neuron Predictions-en_US.srt | 17.11KB 2. Review/1. Review (pt 1) Neuron Predictions.mp4 | 40.45MB 2. Review/2. Review (pt 2) Neuron Learning-en_US.srt | 11.74KB 2. Review/2. Review (pt 2) Neuron Learning.mp4 | 22.19MB 2. Review/3. Review (pt 3) Artificial Neural Networks-en_US.srt | 14.47KB 2. Review/3. Review (pt 3) Artificial Neural Networks.mp4 | 34.07MB 2. Review/4. Review Exercise Prompt-en_US.srt | 7.29KB 2. Review/4. Review Exercise Prompt.mp4 | 32.22MB 2. Review/5. Review Code (pt 1)-en_US.srt | 6.87KB 2. Review/5. Review Code (pt 1).mp4 | 25.90MB 2. Review/6. Review Code (pt 2)-en_US.srt | 14.92KB 2. Review/6. Review Code (pt 2).mp4 | 126.83MB 2. Review/7. Review Summary-en_US.srt | 1.30KB 2. Review/7. Review Summary.mp4 | 4.34MB 20. Effective Learning Strategies for Machine Learning (FAQ by Student Request)/1. How to Succeed in this Course (Long Version)-en_US.srt | 14.16KB 20. Effective Learning Strategies for Machine Learning (FAQ by Student Request)/1. How to Succeed in this Course (Long Version).mp4 | 24.94MB 20. Effective Learning Strategies for Machine Learning (FAQ by Student Request)/2. Is this for Beginners or Experts Academic or Practical Fast or slow-paced-en_US.srt | 30.70KB 20. Effective Learning Strategies for Machine Learning (FAQ by Student Request)/2. Is this for Beginners or Experts Academic or Practical Fast or slow-paced.mp4 | 60.19MB 20. Effective Learning Strategies for Machine Learning (FAQ by Student Request)/3. Machine Learning and AI Prerequisite Roadmap (pt 1)-en_US.srt | 16.02KB 20. Effective Learning Strategies for Machine Learning (FAQ by Student Request)/3. Machine Learning and AI Prerequisite Roadmap (pt 1).mp4 | 134.90MB 20. Effective Learning Strategies for Machine Learning (FAQ by Student Request)/4. Machine Learning and AI Prerequisite Roadmap (pt 2)-en_US.srt | 22.68KB 20. Effective Learning Strategies for Machine Learning (FAQ by Student Request)/4. Machine Learning and AI Prerequisite Roadmap (pt 2).mp4 | 136.40MB 21. Appendix FAQ Finale/1. What is the Appendix-en_US.srt | 3.66KB 21. Appendix FAQ Finale/1. What is the Appendix.mp4 | 8.92MB 21. Appendix FAQ Finale/2. BONUS Where to get discount coupons and FREE deep learning material-en_US.srt | 7.54KB 21. Appendix FAQ Finale/2. BONUS Where to get discount coupons and FREE deep learning material.mp4 | 37.81MB 3. Stochastic Gradient Descent and Mini-Batch Gradient Descent/1. Stochastic Gradient Descent and Mini-Batch Gradient Descent (Theory)-en_US.srt | 20.46KB 3. Stochastic Gradient Descent and Mini-Batch Gradient Descent/1. Stochastic Gradient Descent and Mini-Batch Gradient Descent (Theory).mp4 | 57.64MB 3. Stochastic Gradient Descent and Mini-Batch Gradient Descent/2. SGD Exercise Prompt-en_US.srt | 4.27KB 3. Stochastic Gradient Descent and Mini-Batch Gradient Descent/2. SGD Exercise Prompt.mp4 | 9.69MB 3. Stochastic Gradient Descent and Mini-Batch Gradient Descent/3. Stochastic Gradient Descent and Mini-Batch Gradient Descent (Code pt 1)-en_US.srt | 13.35KB 3. Stochastic Gradient Descent and Mini-Batch Gradient Descent/3. Stochastic Gradient Descent and Mini-Batch Gradient Descent (Code pt 1).mp4 | 51.97MB 3. Stochastic Gradient Descent and Mini-Batch Gradient Descent/4. Stochastic Gradient Descent and Mini-Batch Gradient Descent (Code pt 2)-en_US.srt | 14.27KB 3. Stochastic Gradient Descent and Mini-Batch Gradient Descent/4. Stochastic Gradient Descent and Mini-Batch Gradient Descent (Code pt 2).mp4 | 110.55MB 4. Momentum and adaptive learning rates/1. Using Momentum to Speed Up Training-en_US.srt | 7.54KB 4. Momentum and adaptive learning rates/1. Using Momentum to Speed Up Training.mp4 | 25.60MB 4. Momentum and adaptive learning rates/2. Nesterov Momentum-en_US.srt | 7.16KB 4. Momentum and adaptive learning rates/2. Nesterov Momentum.mp4 | 12.85MB 4. Momentum and adaptive learning rates/3. Momentum in Code-en_US.srt | 6.13KB 4. Momentum and adaptive learning rates/3. Momentum in Code.mp4 | 38.15MB 4. Momentum and adaptive learning rates/4. Variable and adaptive learning rates-en_US.srt | 14.60KB 4. Momentum and adaptive learning rates/4. Variable and adaptive learning rates.mp4 | 23.49MB 4. Momentum and adaptive learning rates/5. Constant learning rate vs. RMSProp in Code-en_US.srt | 3.90KB 4. Momentum and adaptive learning rates/5. Constant learning rate vs. RMSProp in Code.mp4 | 24.22MB 4. Momentum and adaptive learning rates/6. Adam Optimization (pt 1)-en_US.srt | 16.05KB 4. Momentum and adaptive learning rates/6. Adam Optimization (pt 1).mp4 | 55.16MB 4. Momentum and adaptive learning rates/7. Adam Optimization (pt 2)-en_US.srt | 13.94KB 4. Momentum and adaptive learning rates/7. Adam Optimization (pt 2).mp4 | 52.76MB 4. Momentum and adaptive learning rates/8. Adam in Code-en_US.srt | 6.41KB 4. Momentum and adaptive learning rates/8. Adam in Code.mp4 | 30.48MB 4. Momentum and adaptive learning rates/9. Suggestion Box-en_US.srt | 4.50KB 4. Momentum and adaptive learning rates/9. Suggestion Box.mp4 | 19.35MB 5. Choosing Hyperparameters/1. Hyperparameter Optimization Cross-validation, Grid Search, and Random Search-en_US.srt | 4.57KB 5. Choosing Hyperparameters/1. Hyperparameter Optimization Cross-validation, Grid Search, and Random Search.mp4 | 7.92MB 5. Choosing Hyperparameters/2. Sampling Logarithmically-en_US.srt | 3.85KB 5. Choosing Hyperparameters/2. Sampling Logarithmically.mp4 | 5.20MB 5. Choosing Hyperparameters/3. Grid Search in Code-en_US.srt | 8.85KB 5. Choosing Hyperparameters/3. Grid Search in Code.mp4 | 68.46MB 5. Choosing Hyperparameters/4. Modifying Grid Search-en_US.srt | 1.81KB 5. Choosing Hyperparameters/4. Modifying Grid Search.mp4 | 2.40MB 5. Choosing Hyperparameters/5. Random Search in Code-en_US.srt | 4.51KB 5. Choosing Hyperparameters/5. Random Search in Code.mp4 | 39.04MB 6. Weight Initialization/1. Weight Initialization Section Introduction-en_US.srt | 1.16KB 6. Weight Initialization/1. Weight Initialization Section Introduction.mp4 | 1.70MB 6. Weight Initialization/2. Vanishing and Exploding Gradients-en_US.srt | 7.84KB 6. Weight Initialization/2. Vanishing and Exploding Gradients.mp4 | 13.46MB 6. Weight Initialization/3. Weight Initialization-en_US.srt | 10.14KB 6. Weight Initialization/3. Weight Initialization.mp4 | 15.04MB 6. Weight Initialization/4. Local vs. Global Minima-en_US.srt | 3.40KB 6. Weight Initialization/4. Local vs. Global Minima.mp4 | 8.33MB 6. Weight Initialization/5. Weight Initialization Section Summary-en_US.srt | 2.03KB 6. Weight Initialization/5. Weight Initialization Section Summary.mp4 | 3.45MB 7. Theano/1. Theano Basics Variables, Functions, Expressions, Optimization-en_US.srt | 7.01KB 7. Theano/1. Theano Basics Variables, Functions, Expressions, Optimization.mp4 | 65.34MB 7. Theano/2. Building a neural network in Theano-en_US.srt | 3.71KB 7. Theano/2. Building a neural network in Theano.mp4 | 49.89MB 7. Theano/3. Is Theano Dead-en_US.srt | 12.70KB 7. Theano/3. Is Theano Dead.mp4 | 23.07MB 8. TensorFlow/1. TensorFlow Basics Variables, Functions, Expressions, Optimization-en_US.srt | 5.71KB 8. TensorFlow/1. TensorFlow Basics Variables, Functions, Expressions, Optimization.mp4 | 39.15MB 8. TensorFlow/2. Building a neural network in TensorFlow-en_US.srt | 5.72KB 8. TensorFlow/2. Building a neural network in TensorFlow.mp4 | 43.44MB 8. TensorFlow/3. What is a Session (And more)-en_US.srt | 17.83KB 8. TensorFlow/3. What is a Session (And more).mp4 | 31.11MB 9. GPU Speedup, Homework, and Other Misc Topics/1. Setting up a GPU Instance on Amazon Web Services-en_US.srt | 4.34KB 9. GPU Speedup, Homework, and Other Misc Topics/1. Setting up a GPU Instance on Amazon Web Services.mp4 | 101.93MB 9. GPU Speedup, Homework, and Other Misc Topics/2. Installing NVIDIA GPU-Accelerated Deep Learning Libraries on your Home Computer-en_US.srt | 31.06KB 9. GPU Speedup, Homework, and Other Misc Topics/2. Installing NVIDIA GPU-Accelerated Deep Learning Libraries on your Home Computer.mp4 | 236.27MB 9. GPU Speedup, Homework, and Other Misc Topics/3. Can Big Data be used to Speed Up Backpropagation-en_US.srt | 4.10KB 9. GPU Speedup, Homework, and Other Misc Topics/3. Can Big Data be used to Speed Up Backpropagation.mp4 | 9.42MB 9. GPU Speedup, Homework, and Other Misc Topics/4. Exercises and Concepts Still to be Covered-en_US.srt | 2.71KB 9. GPU Speedup, Homework, and Other Misc Topics/4. Exercises and Concepts Still to be Covered.mp4 | 8.75MB 9. GPU Speedup, Homework, and Other Misc Topics/5. How to Improve your Theano and Tensorflow Skills-en_US.srt | 5.86KB 9. GPU Speedup, Homework, and Other Misc Topics/5. How to Improve your Theano and Tensorflow Skills.mp4 | 31.94MB 9. GPU Speedup, Homework, and Other Misc Topics/6. Theano vs. TensorFlow-en_US.srt | 8.20KB 9. GPU Speedup, Homework, and Other Misc Topics/6. Theano vs. TensorFlow.mp4 | 16.39MB