Synthetic Petri Dish - A Novel Surrogate Model for Rapid Architecture Search

Synthetic Petri Dish - A Novel Surrogate Model for Rapid Architecture Search

Yannic Kilcher via YouTube Direct link

- Motivating MNIST example

5 of 10

5 of 10

- Motivating MNIST example

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Classroom Contents

Synthetic Petri Dish - A Novel Surrogate Model for Rapid Architecture Search

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  1. 1 - Intro & High-Level Overview
  2. 2 - Neural Architecture Search
  3. 3 - Predicting performance via architecture encoding
  4. 4 - Synthetic Petri Dish
  5. 5 - Motivating MNIST example
  6. 6 - Entire Algorithm
  7. 7 - Producing the synthetic data
  8. 8 - Combination with architecture search
  9. 9 - PTB RNN-Cell Experiment
  10. 10 - Comments & Conclusion

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