Udemy - Data Science: Practical Deep Learning in Theano + TensorFlow

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[DesireCourse.Com] Udemy - Data Science Practical Deep Learning in Theano + TensorFlow 01 Outline the MNIST dataset and Linear Logistic Regression Benchmark
  • 002 Where does this course fit into your deep learning studies.mp4 (6.0 MB)
  • 003 How to Succeed in this Course.mp4 (8.8 MB)
  • 004 Where to get the MNIST dataset and Establishing a Linear Benchmark.mp4 (11.1 MB)
02 Gradient Descent Full vs Batch vs Stochastic
  • 005 What are full batch and stochastic gradient descent.mp4 (5.8 MB)
  • 006 Full vs Batch vs Stochastic Gradient Descent in code.mp4 (14.0 MB)
03 Momentum and adaptive learning rates
  • 007 Momentum.mp4 (3.2 MB)
  • 008 Code for training a neural network using momentum.mp4 (14.6 MB)
  • 009 Variable and adaptive learning rates.mp4 (5.1 MB)
  • 010 Constant learning rate vs. RMSProp in Code.mp4 (11.0 MB)
04 Choosing Hyperparameters
  • 011 Hyperparameter Optimization Cross-validation Grid Search and Random Search.mp4 (5.5 MB)
  • 012 Grid Search in Code.mp4 (13.8 MB)
  • 013 Random Search in Code.mp4 (7.9 MB)
05 Theano
  • 014 Theano Basics Variables Functions Expressions Optimization.mp4 (19.3 MB)
  • 015 Building a neural network in Theano.mp4 (21.8 MB)
06 TensorFlow
  • 016 TensorFlow Basics Variables Functions Expressions Optimization.mp4 (17.1 MB)
  • 017 Building a neural network in TensorFlow.mp4 (23.8 MB)
07 GPU Speedup Homework and Other Misc Topics
  • 018 Setting up a GPU Instance on Amazon Web Services.mp4 (25.7 MB)
  • 019 Can Big Data be used to Speed Up Backpropagation.mp4 (5.2 MB)
  • 020 Exercises and Concepts Still to be Covered.mp4 (4.5 MB)
  • 021 How to Improve your Theano and Tensorflow Skills.mp4 (7.3 MB)
  • 022 Theano vs. TensorFlow.mp4 (9.1 MB)
08 Modern Regularization Techniques
  • 023 Dropout Regularization.mp4 (22.7 MB)
  • 024 Dropout Intuition.mp4 (6.1 MB)
09 Project Facial Expression Recognition
  • 025 Facial Expression Recognition Problem Description.mp4 (21.4 MB)
  • 026 The class imbalance problem.mp4 (10.1 MB)
  • 027 Utilities walkthrough.mp4 (13.5 MB)
  • 028 Class-Based ANN in Theano.mp4 (44.0 MB)
  • 029 Class-Based ANN in TensorFlow.mp4 (37.4 MB)
10 Appendix
  • 030 Manually Choosing Learning Rate and Regularization Penalty.mp4 (7.1 MB)
  • 031 How to install Numpy Scipy Matplotlib Pandas IPython Theano and TensorFlow.mp4 (43.9 MB)
  • 032 How to Code by Yourself part 1.mp4 (24.5 MB)
  • 033 How to Code by Yourself part 2.mp4 (14.8 MB)
  • [DesireCourse.Com].txt (0.7 KB)
  • [DesireCourse.Com].url (0.0 KB)

Description

Data Science: Practical Deep Learning in Theano + TensorFlow

Take deep learning to the next level with SGD, Nesterov momentum, RMSprop, Theano, TensorFlow, and using the GPU on AWS.

For More Courses Visit: https://desirecourse.com



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Udemy - Data Science: Practical Deep Learning in Theano + TensorFlow


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486.2 MB
seeders:11
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Udemy - Data Science: Practical Deep Learning in Theano + TensorFlow


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