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fastai's Practical Deep Learning For Coders, Part 1

dzlab.github.io · published 20 December 2018

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https://twitter.com/jeremyphoward
twitter.com
https://www.usfca.edu/data-institute/certificates/deep-learning-part-one
usfca.edu
http://forums.fast.ai/
forums.fast.ai
http://docs.fast.ai
docs.fast.ai
https://github.com/hiromis/notes
github.com
https://twitter.com/hiromi_suenaga
twitter.com
https://github.com/dzlab/deepprojects/blob/master/classification/102_Category_Flower_Dataset.ipynb
github.com
https://github.com/dzlab/deepprojects/blob/master/classification/Caltech_UCSD_Birds_200_2011.ipynb
github.com
Audio Classification using DeepLearning for Image Classification Read at the source ↗
dzlab.github.io
https://en.wikipedia.org/wiki/Stochastic_gradient_descent
en.wikipedia.org
https://arxiv.org/abs/1502.03167
arxiv.org
https://medium.com/nanonets/how-to-use-deep-learning-when-you-have-limited-data-part-2-data-augmentation-c26971dc8ced
medium.com
https://www.imagewisely.org/Imaging-Modalities/Computed-Tomography/Image-Reconstruction-Techniques
imagewisely.org
https://en.wikipedia.org/wiki/Transfer_learning
en.wikipedia.org
https://dawn.cs.stanford.edu/benchmark/
dawn.cs.stanford.edu
https://sgugger.github.io/the-1cycle-policy.html
sgugger.github.io
https://github.com/bckenstler/CLR
github.com
https://medium.com/100-days-of-algorithms/day-69-rmsprop-7a88d475003b
medium.com
http://www.faqs.org/faqs/ai-faq/neural-nets/part3/section-6.html
faqs.org
https://en.wikipedia.org/wiki/Dropout_(neural_networks
en.wikipedia.org
https://en.wikipedia.org/wiki/Batch_normalization
en.wikipedia.org