Download Udemy - Modern Deep Learning In Python [TP] Torrent

Torrent Contents Size: 1.45 GB

Udemy - Modern Deep Learning In Python [TP]

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1. Introduction and Outline

1. Outline - what did you learn previously, and what will you learn in this course.mp4	MP4	14.43 MB
1. Outline - what did you learn previously, and what will you learn in this course.vtt	VTT	9.77 KB
2. Where does this course fit into your deep learning studies.mp4	MP4	6 MB
2. Where does this course fit into your deep learning studies.vtt	VTT	5.02 KB

10. Transition to the 2nd Half of the Course

	1. Transition to the 2nd Half of the Course.mp4	MP4	9.45 MB
	1. Transition to the 2nd Half of the Course.vtt	VTT	5.83 KB

11. Project Facial Expression Recognition

1. Facial Expression Recognition Project Introduction.mp4	MP4	9.82 MB
1. Facial Expression Recognition Project Introduction.vtt	VTT	5.69 KB
2. Facial Expression Recognition Problem Description.mp4	MP4	21.44 MB
2. Facial Expression Recognition Problem Description.vtt	VTT	14.31 KB
3. The class imbalance problem.mp4	MP4	10.11 MB
3. The class imbalance problem.vtt	VTT	7.16 KB
4. Utilities walkthrough.mp4	MP4	13.49 MB
4. Utilities walkthrough.vtt	VTT	5.24 KB
5. Class-Based ANN in Theano.mp4	MP4	43.98 MB
5. Class-Based ANN in Theano.vtt	VTT	13.38 KB
6. Class-Based ANN in TensorFlow.mp4	MP4	37.39 MB
6. Class-Based ANN in TensorFlow.vtt	VTT	11.54 KB
7. Facial Expression Recognition Project Summary.mp4	MP4	2.91 MB
7. Facial Expression Recognition Project Summary.vtt	VTT	1.47 KB

12. Modern Regularization Techniques

1. Modern Regularization Techniques Section Introduction.mp4	MP4	4.27 MB
1. Modern Regularization Techniques Section Introduction.vtt	VTT	2.67 KB
2. Dropout Regularization.mp4	MP4	22.7 MB
2. Dropout Regularization.vtt	VTT	12.67 KB
3. Dropout Intuition.mp4	MP4	6.14 MB
3. Dropout Intuition.vtt	VTT	4.02 KB
4. Noise Injection.mp4	MP4	8.64 MB
4. Noise Injection.vtt	VTT	6.15 KB
5. Modern Regularization Techniques Section Summary.mp4	MP4	3.88 MB
5. Modern Regularization Techniques Section Summary.vtt	VTT	2.36 KB

13. Batch Normalization

1. Batch Normalization Introduction.mp4	MP4	3.51 MB
1. Batch Normalization Introduction.vtt	VTT	2.23 KB
2. Exponentially-Smoothed Averages.mp4	MP4	7.38 MB
2. Exponentially-Smoothed Averages.vtt	VTT	4.8 KB
3. Batch Normalization Theory.mp4	MP4	18.61 MB
3. Batch Normalization Theory.vtt	VTT	12.37 KB
4. Batch Normalization Tensorflow (part 1).mp4	MP4	9.44 MB
4. Batch Normalization Tensorflow (part 1).vtt	VTT	5.92 KB
5. Batch Normalization Tensorflow (part 2).mp4	MP4	14.92 MB
5. Batch Normalization Tensorflow (part 2).vtt	VTT	5.92 KB
6. Batch Normalization Theano (part 1).mp4	MP4	7.65 MB
6. Batch Normalization Theano (part 1).vtt	VTT	4.82 KB
7. Batch Normalization Theano (part 2).mp4	MP4	16.54 MB
7. Batch Normalization Theano (part 2).vtt	VTT	6.98 KB
8. Noise Perspective.mp4	MP4	3.15 MB
8. Noise Perspective.vtt	VTT	2.22 KB
9. Batch Normalization Summary.mp4	MP4	2.6 MB
9. Batch Normalization Summary.vtt	VTT	1.87 KB

14. Keras

1. Keras Discussion.mp4	MP4	11.25 MB
1. Keras Discussion.vtt	VTT	8.05 KB
2. Keras in Code.mp4	MP4	14.76 MB
2. Keras in Code.vtt	VTT	6.46 KB
3. Keras Functional API.mp4	MP4	38.63 MB
3. Keras Functional API.vtt	VTT	4.7 KB

15. PyTorch

1. PyTorch Basics.mp4	MP4	116.8 MB
1. PyTorch Basics.vtt	VTT	12.89 KB
2. PyTorch Dropout.mp4	MP4	32.69 MB
2. PyTorch Dropout.vtt	VTT	2.62 KB
3. PyTorch Batch Norm.mp4	MP4	33.85 MB
3. PyTorch Batch Norm.vtt	VTT	2.61 KB

16. PyTorch, CNTK, and MXNet

	1. PyTorch, CNTK, and MXNet.mp4	MP4	1.31 MB
	1. PyTorch, CNTK, and MXNet.vtt	VTT	947 B

17. Appendix

1. What is the Appendix.mp4	MP4	5.45 MB
1. What is the Appendix.vtt	VTT	3.28 KB
10. Proof that using Jupyter Notebook is the same as not using it.mp4	MP4	78.29 MB
10. Proof that using Jupyter Notebook is the same as not using it.vtt	VTT	12.22 KB
11. How to Uncompress a .tar.gz file.mp4	MP4	5.43 MB
11. How to Uncompress a .tar.gz file.vtt	VTT	3.66 KB
12. Python 2 vs Python 3.mp4	MP4	7.83 MB
12. Python 2 vs Python 3.vtt	VTT	5.35 KB
13. What order should I take your courses in (part 1).mp4	MP4	29.33 MB
13. What order should I take your courses in (part 1).vtt	VTT	14.09 KB
14. What order should I take your courses in (part 2).mp4	MP4	37.62 MB
14. What order should I take your courses in (part 2).vtt	VTT	20.24 KB
2. What's the difference between neural networks and deep learning.mp4	MP4	45.12 MB
2. What's the difference between neural networks and deep learning.vtt	VTT	8.91 KB
3. Manually Choosing Learning Rate and Regularization Penalty.mp4	MP4	7.77 MB
3. Manually Choosing Learning Rate and Regularization Penalty.vtt	VTT	5.03 KB
4. Windows-Focused Environment Setup 2018.mp4	MP4	186.34 MB
4. Windows-Focused Environment Setup 2018.vtt	VTT	17.39 KB
5. How to install Numpy, Scipy, Matplotlib, Pandas, IPython, Theano, and TensorFlow.mp4	MP4	43.92 MB
5. How to install Numpy, Scipy, Matplotlib, Pandas, IPython, Theano, and TensorFlow.vtt	VTT	12.4 KB
6. How to Succeed in this Course (Long Version).mp4	MP4	12.99 MB
6. How to Succeed in this Course (Long Version).vtt	VTT	12.86 KB
7. How to Code by Yourself (part 1).mp4	MP4	24.54 MB
7. How to Code by Yourself (part 1).vtt	VTT	19.78 KB
8. How to Code by Yourself (part 2).mp4	MP4	14.81 MB
8. How to Code by Yourself (part 2).vtt	VTT	11.62 KB
9. Is this for Beginners or Experts Academic or Practical Fast or slow-paced.mp4	MP4	38.96 MB
9. Is this for Beginners or Experts Academic or Practical Fast or slow-paced.vtt	VTT	27.77 KB

2. Review

1. Review of Basic Concepts.mp4	MP4	23.36 MB
1. Review of Basic Concepts.vtt	VTT	16.04 KB
2. Where to get the MNIST dataset and Establishing a Linear Benchmark.mp4	MP4	11.12 MB
2. Where to get the MNIST dataset and Establishing a Linear Benchmark.vtt	VTT	4.19 KB

3. Gradient Descent Full vs Batch vs Stochastic

1. What are full, batch, and stochastic gradient descent.mp4	MP4	5.83 MB
1. What are full, batch, and stochastic gradient descent.vtt	VTT	3.54 KB
2. Full vs Batch vs Stochastic Gradient Descent in code.mp4	MP4	13.99 MB
2. Full vs Batch vs Stochastic Gradient Descent in code.vtt	VTT	5.81 KB

4. Momentum and adaptive learning rates

1. Using Momentum to Speed Up Training.mp4	MP4	10.67 MB
1. Using Momentum to Speed Up Training.vtt	VTT	6.86 KB
2. Nesterov Momentum.mp4	MP4	10.64 MB
2. Nesterov Momentum.vtt	VTT	6.75 KB
3. Momentum in Code.mp4	MP4	14.44 MB
3. Momentum in Code.vtt	VTT	5.49 KB
4. Variable and adaptive learning rates.mp4	MP4	18.92 MB
4. Variable and adaptive learning rates.vtt	VTT	13.2 KB
5. Constant learning rate vs. RMSProp in Code.mp4	MP4	10.98 MB
5. Constant learning rate vs. RMSProp in Code.vtt	VTT	3.79 KB
6. Adam Optimization.mp4	MP4	19.33 MB
6. Adam Optimization.vtt	VTT	11.88 KB
7. Adam in Code.mp4	MP4	13.9 MB
7. Adam in Code.vtt	VTT	5.97 KB

5. Choosing Hyperparameters

1. Hyperparameter Optimization Cross-validation, Grid Search, and Random Search.mp4	MP4	5.1 MB
1. Hyperparameter Optimization Cross-validation, Grid Search, and Random Search.vtt	VTT	4.08 KB
2. Sampling Logarithmically.mp4	MP4	5.24 MB
2. Sampling Logarithmically.vtt	VTT	3.39 KB
3. Grid Search in Code.mp4	MP4	13.77 MB
3. Grid Search in Code.vtt	VTT	8.15 KB
4. Modifying Grid Search.mp4	MP4	2.18 MB
4. Modifying Grid Search.vtt	VTT	1.55 KB
5. Random Search in Code.mp4	MP4	7.94 MB
5. Random Search in Code.vtt	VTT	4.27 KB

6. Weight Initialization

1. Weight Initialization Section Introduction.mp4	MP4	1.52 MB
1. Weight Initialization Section Introduction.vtt	VTT	1.06 KB
2. Vanishing and Exploding Gradients.mp4	MP4	9.99 MB
2. Vanishing and Exploding Gradients.vtt	VTT	6.95 KB
3. Weight Initialization.mp4	MP4	13.6 MB
3. Weight Initialization.vtt	VTT	9.11 KB
4. Local vs. Global Minima.mp4	MP4	5.12 MB
4. Local vs. Global Minima.vtt	VTT	3.09 KB
5. Weight Initialization Section Summary.mp4	MP4	2.69 MB
5. Weight Initialization Section Summary.vtt	VTT	1.86 KB

7. Theano

1. Theano Basics Variables, Functions, Expressions, Optimization.mp4	MP4	19.35 MB
1. Theano Basics Variables, Functions, Expressions, Optimization.vtt	VTT	7.03 KB
2. Building a neural network in Theano.mp4	MP4	21.79 MB
2. Building a neural network in Theano.vtt	VTT	3.96 KB
3. Is Theano Dead.mp4	MP4	17.81 MB
3. Is Theano Dead.vtt	VTT	11.3 KB

8. TensorFlow

1. TensorFlow Basics Variables, Functions, Expressions, Optimization.mp4	MP4	17.11 MB
1. TensorFlow Basics Variables, Functions, Expressions, Optimization.vtt	VTT	5.65 KB
2. Building a neural network in TensorFlow.mp4	MP4	23.84 MB
2. Building a neural network in TensorFlow.vtt	VTT	5.39 KB
3. What is a Session (And more).mp4	MP4	23.56 MB
3. What is a Session (And more).vtt	VTT	16.01 KB

9. GPU Speedup, Homework, and Other Misc Topics

1. Setting up a GPU Instance on Amazon Web Services.mp4	MP4	25.68 MB
1. Setting up a GPU Instance on Amazon Web Services.vtt	VTT	4.2 KB
2. Can Big Data be used to Speed Up Backpropagation.mp4	MP4	5.22 MB
2. Can Big Data be used to Speed Up Backpropagation.vtt	VTT	3.86 KB
3. Exercises and Concepts Still to be Covered.mp4	MP4	4.46 MB
3. Exercises and Concepts Still to be Covered.vtt	VTT	2.64 KB
4. How to Improve your Theano and Tensorflow Skills.mp4	MP4	7.33 MB
4. How to Improve your Theano and Tensorflow Skills.vtt	VTT	5.42 KB
5. Theano vs. TensorFlow.mp4	MP4	9.14 MB
5. Theano vs. TensorFlow.vtt	VTT	7.47 KB

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Udemy - Modern Deep Learning In Python [TP]

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