2019
http://josh-tobin.com/assets/pdf/troubleshooting-deep-neural-networks-01-19.pdf
https://towardsdatascience.com/why-deep-learning-is-not-a-silver-bullet-for-autonomous-vehicles-371c74c1a02b

2018
https://proglib.io/p/deep-learning-tricks/
applied deep learning
https://towardsdatascience.com/applied-deep-learning-part-1-artificial-neural-networks-d7834f67a4f6
https://towardsdatascience.com/applied-deep-learning-part-2-real-world-case-studies-1bb4b142a585
https://towardsdatascience.com/applied-deep-learning-part-3-autoencoders-1c083af4d798
https://towardsdatascience.com/applied-deep-learning-part-4-convolutional-neural-networks-584bc134c1e2

2017
https://proglib.io/p/deep-learning/
https://habrahabr.ru/company/mailru/blog/338248/ (review of achievements)
https://www.analyticsvidhya.com/blog/2017/12/fundamentals-of-deep-learning-introduction-to-lstm/
https://www.analyticsvidhya.com/blog/2017/05/neural-network-from-scratch-in-python-and-r/
https://www.analyticsvidhya.com/blog/2017/12/introduction-to-recurrent-neural-networks/
https://www.analyticsvidhya.com/blog/2016/10/tutorial-optimizing-neural-networks-using-keras-with-image-recognition-case-study/
https://www.analyticsvidhya.com/blog/2016/10/an-introduction-to-implementing-neural-networks-using-tensorflow/

2015
Walker - Deep Convolutional Neural Networks
http://www.doc.ic.ac.uk/%7Empd37/theses/DeepEEG_IanWalker2015.pdf