Overview
Syllabus
Intro
ML Building Blocks
TensorFlow APIs
Why input pipeline?
tf.data: TensorFlow Input Pipeline
Input Pipeline Performance
Software Pipelining
Parallel Transformation
Parallel Extraction
tf.data Options
TFDS: TensorFlow Datasets
Why distributed training?
tf.distribute. Strategy API
How to use tf.distribute.Strategy?
Multi-GPU all-reduce sync training
All-Reduce Algorithm
Synchronous Training
Multi-GPU Performance ResNetso v1.5 Performance with
Multi-worker all-reduce sync training
All-reduce sync training for TPUs
Parameter Servers and Workers
Central Storage
Programming Model
What's supported in TF 2.0 Beta
Taught by
TensorFlow