FreeTutorials Us data science deep learning in theano tensorflow
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FreeTutorials Us data science deep learning in theano tensorflow
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Torrent File Content (35 files)
[FreeTutorials.Us] data-science-deep-learning-in-theano-tensorflow
01 Outline the MNIST dataset and Linear Logistic Regression Benchmark
001 Outline - what did you learn previously and what will you learn in this course.mp4 -
01 Outline the MNIST dataset and Linear Logistic Regression Benchmark
001 Outline - what did you learn previously and what will you learn in this course.mp4 -
4.64 MB
002 Where does this course fit into your deep learning studies.mp4 -
5.99 MB
003 How to Succeed in this Course.mp4 -
8.78 MB
004 Where to get the MNIST dataset and Establishing a Linear Benchmark.mp4 -
11.11 MB
02 Gradient Descent Full vs Batch vs Stochastic
005 What are full batch and stochastic gradient descent.mp4 -
005 What are full batch and stochastic gradient descent.mp4 -
5.83 MB
006 Full vs Batch vs Stochastic Gradient Descent in code.mp4 -
13.98 MB
03 Momentum and adaptive learning rates
007 Momentum.mp4 -
007 Momentum.mp4 -
3.18 MB
008 Code for training a neural network using momentum.mp4 -
14.6 MB
009 Variable and adaptive learning rates.mp4 -
5.09 MB
010 Constant learning rate vs. RMSProp in Code.mp4 -
10.98 MB
04 Choosing Hyperparameters
011 Hyperparameter Optimization Cross-validation Grid Search and Random Search.mp4 -
011 Hyperparameter Optimization Cross-validation Grid Search and Random Search.mp4 -
5.51 MB
012 Grid Search in Code.mp4 -
13.76 MB
013 Random Search in Code.mp4 -
7.93 MB
05 Theano
014 Theano Basics Variables Functions Expressions Optimization.mp4 -
014 Theano Basics Variables Functions Expressions Optimization.mp4 -
19.35 MB
015 Building a neural network in Theano.mp4 -
21.79 MB
06 TensorFlow
016 TensorFlow Basics Variables Functions Expressions Optimization.mp4 -
016 TensorFlow Basics Variables Functions Expressions Optimization.mp4 -
17.11 MB
017 Building a neural network in TensorFlow.mp4 -
23.84 MB
07 GPU Speedup Homework and Other Misc Topics
018 Setting up a GPU Instance on Amazon Web Services.mp4 -
018 Setting up a GPU Instance on Amazon Web Services.mp4 -
25.68 MB
019 Can Big Data be used to Speed Up Backpropagation.mp4 -
5.22 MB
020 Exercises and Concepts Still to be Covered.mp4 -
4.46 MB
021 How to Improve your Theano and Tensorflow Skills.mp4 -
7.33 MB
022 Theano vs. TensorFlow.mp4 -
9.13 MB
08 Modern Regularization Techniques
023 Dropout Regularization.mp4 -
023 Dropout Regularization.mp4 -
22.7 MB
024 Dropout Intuition.mp4 -
6.14 MB
09 Project Facial Expression Recognition
025 Facial Expression Recognition Problem Description.mp4 -
025 Facial Expression Recognition Problem Description.mp4 -
21.43 MB
026 The class imbalance problem.mp4 -
10.11 MB
027 Utilities walkthrough.mp4 -
13.48 MB
028 Class-Based ANN in Theano.mp4 -
43.98 MB
029 Class-Based ANN in TensorFlow.mp4 -
37.39 MB
10 Appendix
030 Manually Choosing Learning Rate and Regularization Penalty.mp4 -
030 Manually Choosing Learning Rate and Regularization Penalty.mp4 -
7.06 MB
031 How to install Numpy Scipy Matplotlib Pandas IPython Theano and TensorFlow.mp4 -
43.92 MB
032 How to Code by Yourself part 1.mp4 -
24.53 MB
033 How to Code by Yourself part 2.mp4 -
14.8 MB
[FreeTutorials.Us].txt -
75 bytes
Freetutorials.Us.url -
119 bytes
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