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- Distributed Machine Learning with Python. Accelerating model training and serving with distributed systems
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Distributed Machine Learning with Python. Accelerating model training and serving with distributed systems
Ebook
Reducing time cost in machine learning leads to a shorter waiting time for model training and a faster model updating cycle. Distributed machine learning enables machine learning practitioners to shorten model training and inference time by orders of magnitude. With the help of this practical guide, you'll be able to put your Python development knowledge to work to get up and running with the implementation of distributed machine learning, including multi-node machine learning systems, in no time. You'll begin by exploring how distributed systems work in the machine learning area and how distributed machine learning is applied to state-of-the-art deep learning models. As you advance, you'll see how to use distributed systems to enhance machine learning model training and serving speed. You'll also get to grips with applying data parallel and model parallel approaches before optimizing the in-parallel model training and serving pipeline in local clusters or cloud environments. By the end of this book, you'll have gained the knowledge and skills needed to build and deploy an efficient data processing pipeline for machine learning model training and inference in a distributed manner.
- 1. Splitting Input Data
- 2. Parameter Server and All-Reduce
- 3. Building a Data Parallel Training and Serving Pipeline
- 4. Bottlenecks and Solutions
- 5. Splitting the Model
- 6. Pipeline Input and Layer Split
- 7. Implementing Model Parallel Training and Serving Workflows
- 8. Achieving Higher Throughput and Lower Latency
- 9. A Hybrid of Data and Model Parallelism
- 10. Federated Learning and Edge Devices
- 11. Elastic Model Training and Serving
- 12. Advanced Techniques for Further Speed-Ups
- Title: Distributed Machine Learning with Python. Accelerating model training and serving with distributed systems
- Author: Guanhua Wang
- Original title: Distributed Machine Learning with Python. Accelerating model training and serving with distributed systems
- ISBN: 9781801817219, 9781801817219
- Date of issue: 2022-04-29
- Format: Ebook
- Item ID: e_2t1m
- Publisher: Packt Publishing