https://github.com/g-eoj/deep-learning-notebooks
Collection of notebooks I made on deep learning topics.
https://github.com/g-eoj/deep-learning-notebooks
adam adamax backpropagation convolutional-neural-network cs231n dropout math notebook sgd visualization
Last synced: 2 months ago
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Collection of notebooks I made on deep learning topics.
- Host: GitHub
- URL: https://github.com/g-eoj/deep-learning-notebooks
- Owner: g-eoj
- Created: 2018-03-08T02:49:18.000Z (about 7 years ago)
- Default Branch: master
- Last Pushed: 2018-11-15T09:30:21.000Z (over 6 years ago)
- Last Synced: 2025-01-21T19:44:09.379Z (4 months ago)
- Topics: adam, adamax, backpropagation, convolutional-neural-network, cs231n, dropout, math, notebook, sgd, visualization
- Language: Jupyter Notebook
- Homepage:
- Size: 599 KB
- Stars: 0
- Watchers: 0
- Forks: 1
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
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README
# Deep Learning Notebooks
Collection of notebooks I made on deep learning topics. Most of the notebooks look and work the best on
[nbviewer](https://nbviewer.jupyter.org/), however nbviewer doesn't support interactivity.
#### nbviewer links:
- [cs231n Two-Layer Backprop Mathematics Example](https://nbviewer.jupyter.org/github/g-eoj/deep-learning-notebooks/blob/master/cs231n-two-layer-backprop-math.ipynb)
(based on Stanford CS231n Spring 2017 [Assignment 1](http://cs231n.github.io/assignments2017/assignment1/) Q4)
- [Dropout Visualization for 2D Convolution Layers](https://nbviewer.jupyter.org/github/g-eoj/deep-learning-notebooks/blob/master/2d-conv-dropout-visualization.ipynb)
- [Dropout Proportion z-Tests](https://nbviewer.jupyter.org/github/g-eoj/deep-learning-notebooks/blob/master/dropout-proportion-z-tests.ipynb)
- [SGD Update Visualization for Single Parameter](https://nbviewer.jupyter.org/github/g-eoj/deep-learning-notebooks/blob/master/sgd-update-visualization.ipynb)
(interactivity not available on nbviewer)
- [Optimizer Comparison Visualization for Single Parameter](https://nbviewer.jupyter.org/github/g-eoj/deep-learning-notebooks/blob/master/optimizer-compare-visualization.ipynb)
(interactivity not available on nbviewer)