ElasticDL

ElasticDL, A Kubernetes-native Deep Learning Framework.

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Table of contents

• Getting Started with ElasticDL
• ElasticDL Overall Design
• Targeted Users
• Dynamic Data Sharding Design
• Concepts Design Doc
• ElasticDL Parameter Server Design
• High Performance Parameter Server Design
• Design Doc: Distributed Embedding Layer
• Design for Allreduce-based Training Support
• Design Doc: Synchronous SGD
• Design Doc: Asynchronous SGD
• ElasticDL Training Checkpoints Design
• Serving Design
• Design to Support Custom Callback Using Keras API
• Data IO Pipeline Design
• Data Analysis and Tranformation
• Design Overview for ElasticDL on SQLFlow