Designing High-performance ML Systems

[Video] - Introduction - Dec 13, 2022

[Video] - Training - Dec 13, 2022

[Video] - Predictions - Dec 13, 2022

[Video] - Why distributed training is needed - Dec 13, 2022

[Video] - Distributed training architectures - Dec 13, 2022

[Video] - TensorFlow distributed training strategies - Dec 13, 2022

[Video] - Mirrored strategy - Dec 13, 2022

[Video] - Multi-worker mirrored strategy - Dec 13, 2022

[Video] - TPU strategy - Dec 13, 2022

[Video] - Parameter server strategy - Dec 13, 2022

[Video] - Lab Introduction: Distributed Training with Keras - Dec 13, 2022

[Lab] - Distributed Training with Keras

• keras - lab, sol

[Video] - Lab Introduction: Distributed Training using GPUs on Cloud AI Platform - Dec 13, 2022

[Lab] - Distributed Training using GPUs on Cloud AI Platform

• distributed_training - lab, sol

[Video] - Training on large datasets with tf.data API - Dec 13, 2022

[Video] - Lab Introduction: TPU-speed Data Pipelines - Dec 13, 2022

[Lab] - TPU Speed Data Pipelines

• tpu_speed_data_pipelines - lab, sol

[Video] - Inference - Dec 13, 2022