Editing Learning (section)

===[http://course.fast.ai/lessons/lesson1.html fast.ai]===
* Lesson 3: At <1:18:00 shows how to manipulate and fine tune a model. Says always use batch normalisation (1:40:00). Mentions the BatchNormalization layer that does batchnorm for you. Shows making a model from scratch and Ensembeling them (1:57:30).
* Finished Lesson 4 - ([https://en.wikipedia.org/wiki/Geoffrey_Hinton Geoffrey_Hinton] says max pooling is bad. Talks about capsule architecture) - Use ADAM, look into the Jeremy Howard's modified ADAM. optimizer=Adam() (model.compile), Previously he talked about always using RMSprop...
* Lesson 6: Says loss="sparse_categorical_crossentropy" (model.compile) allows you to avoid one hot encoding (1:26).
* Lesson 7: 30min in he talks about some kdd best paper competition. Finding bounding boxes at 49min in.

[https://www.youtube.com/user/sentdex/videos sentdex]

[http://www.kdnuggets.com/2015/11/seven-steps-machine-learning-python.html/2 7 Steps to Mastering Machine Learning With Python] - "From classification, we look at continuous numeric prediction"

[https://www.cs.cmu.edu/~ninamf/courses/601sp15/lectures.shtml Carnegie Mellon University Course]

[https://www.coursera.org/learn/machine-learning/home/week/1 Coursera]

[http://www.holehouse.org/mlclass/ Stanford Machine Learning Unofficial Notes]

[https://classroom.udacity.com/courses/ud730/lessons/6370362152/concepts/71191606550923# Udacity Deep learning]

[https://gab41.lab41.org/the-10-algorithms-machine-learning-engineers-need-to-know-f4bb63f5b2fa#.nt3w9t23o The 10 Algorithms Machine Learning Engineers Need to Know]

[https://www.youtube.com/watch?v=i8FNO8r7PaE Machine learning for algorithmic trading w/ Bert Mouler]

[https://www.youtube.com/watch?v=--eZESmJBXQ neural aesthetic @ schoolofma :: 10 convnet applications]

[https://www.youtube.com/watch?v=ZoPt8R6F6LI artwithML]

[https://www.youtube.com/playlist?list=PLg7f-TkW11iX3JlGjgbM2s8E1jKSXUTsG Royal Society on Machine Learning]

[https://www.reddit.com/r/MachineLearning/ /r/machinelearning]

[https://www.youtube.com/channel/UCZ0aNXTeyZK1D-_ZdQXyPhA Evolving AI Lab] [http://www.evolvingai.org/ EvolvingAI.org]

[https://www.youtube.com/channel/UC9OeZkIwhzfv-_Cb7fCikLQ DeepLearning.TV] - Watched as on 2016 Aug 13

<strike>[https://www.youtube.com/watch?v=sEciSlAClL8 Tensorflow and deep learning, without a PhD, Martin Gorner, Google]</strike>