Additionally, from this release onward, features will be classified as Stable, Beta and Prototype. Prototype features are not included as part of the binary distribution and are instead available through either building from source, using nightlies or via compiler flag. You can learn more about what this change means in the post here. You can also find the full release notes here.  
Performance & Profiling
[Stable] Automatic Mixed Precision (AMP) Training