General
Well Explained articles on common DL concepts
Transfer Learning/Differential LR
How do we train neural nets, beginners guide
Optimization for DL Hightlights 2017 Sum.
Loss Functions and Optimization Algorithms
Learning Rates
Visualing learning rate and batch size
Computer Vision
Convolution arithmetic tutorial
Structured Data
Courses
CS231n Standford Course on Deep Learning (free)
Andrew NG Machine Learning Course (free) & Lectures
Fast.ai Machine Learning Course
Papers
Collection of Papers on Computer Vision
Awesome Collection of DL Papers
Books
Deep Learning with Python (PDF)
Max Pooling, Dropout and Relu explained
Cool Talks
Joesph Redmond, creator of YOLO