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Thanks for sharing. Here's a set of deep learning resources I've found useful to give you a good theoretical background as well as start applying techniques to
by theCricketer 10y ago
Thanks for sharing. Here's a set of deep learning resources I've found useful to give you a good theoretical background as well as start applying techniques to real world problems:
1. Intro deep learning, bit of theory and intuition building while applying it to a toy problem:
http://neuralnetworksanddeeplearning.com/index.html http://neuralnetworksanddeeplearning.com/index.html
2. A video series walkthrough on how to replicate some of the recent advances:
http://course.fast.ai/lessons/lessons.html http://course.fast.ai/lessons/lessons.html
3. More theoretical background:
http://www.deeplearningbook.org/ http://www.deeplearningbook.org/
4. Tensorflow tutorials with practical applications:
https://www.tensorflow.org/tutorials/ https://www.tensorflow.org/tutorials/
Specific applications:
Deep Learning for Vision:
https://www.youtube.com/playlist?list=PLkt2uSq6rBVctENoVBg1TpCC7OQi31AlC https://www.youtube.com/playlist?list=PLkt2uSq6rBVctENoVBg1T...
Deep Learning for NLP:
https://www.youtube.com/playlist?list=PLIiVRB6G_w0i-uOoS6cDh_5nkUyxy_hxe https://www.youtube.com/playlist?list=PLIiVRB6G_w0i-uOoS6cDh...