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Mocking neural networks: unit testing in deep learning

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This video demonstrates how one can write unit tests for deep learning code. Specifically, it describes a technique called Mocking.
00:00 Mocking introduction
01:04 Game implementation
06:58 Playing the game
08:10 Unit test using real objects
10:12 Unit test using mocked objects
15:38 Outro
Links
00:00 Mocking introduction
01:04 Game implementation
06:58 Playing the game
08:10 Unit test using real objects
10:12 Unit test using mocked objects
15:38 Outro
Links
Mocking neural networks: unit testing in deep learning
TensorFlow for Neural Network Solutions: Implementing Unit Tests|packtpub.com
The Loss is a Unit Test with Charles Frye
Mock Object Library Common Pitfalls and Best Practices
Neural Network Testing
Efficient Neural Architecture Search Part 2 - Testing
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Visual Regression Testing with Neural Networks by Oliver Zeigermann
Effective White-Box Testing of Deep Neural Networks with Adaptive Neuron Selection Strategy
Helen Sherwood-Taylor - Managing Mocks
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ASE2020: MockSniffer: Characterizing and Recommending Mocking Decisions for Unit Tests
Writing Unit Tests for Data Science Code | Microsoft
Detecting Numerical Bugs in Neural Network Architectures (Teaser, ESEC/FSE 2020)
Artificial Intelligence | Artificial Neural Network in detail with mocks | Part - 5.1ANN Need in AI
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Edwin Jung - Mocking and Patching Pitfalls - PyCon 2019
Zac Hatfield-Dodds - Escape from auto-manual testing with Hypothesis! - PyCon 2019
Learn How to Test Machine Learning Models from James Bach | ML in Testing | Worqference
React Testing Tutorial - 43 - Mocking HTTP Requests
Hardware/Mobile (7) - Testing & Deployment - Full Stack Deep Learning
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