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Distributed Deep Learning with Apache Singa
Overview
Skills Needed
Learn to perform distributed deep learning with Apache Singa. Explore data parallelism, model parallelism, and more. Enroll now!
Intermediate knowledge of Apache Singa fundamentals
Understanding of distributed systems
Outline
Introduction to Distributed Deep Learning
Data Parallelism Techniques
Model Parallelism Strategies
Parameter Server Architecture
Synchronous vs. Asynchronous Training
Fault-tolerant Distributed Learning
Scalability and Performance Optimization
Elastic Deep Learning Clusters
Federated Learning Concepts
Best Practices for Distributed Deep Learning with Apache Singa
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