Official Resources

• TensorFlow Python API

• TensorFlow on Github

• TensorFlow Tutorials

• Udacity Deep Learning Class

• TensorFlow Playground

Github Tutorials and Examples

• Tutorials by pkmital

• Tutorials by nlintz

• Examples by americdamien

• TensorFlow Workshop by amygdala

Deep Learning Resources

• Efficient Back Prop by Yann LeCun, et. al.

• Online Deep Learning Book, MIT Press

• An Overview of Gradient Descent Algorithms by Sebastian Ruder

• Stochastic Optimization by John Duchi, et. al.

• ADADELTA Method by Matthew Zeiler

• A Friendly Introduction to Cross-Entropy Loss by Rob DiPietro

Additional Resources

• A Curated List of Dedicated TensorFlow Resources

Arxiv Papers

• TensorFlow: Large-Scale Machine Learning on Heterogeneous Distributed Systems

• TensorFlow: A system for large-scale machine learning

• Distributed TensorFlow with MPI

• Comparative Study of Deep Learning Software Frameworks

• Wide & Deep Learning for Recommender Systems