Scaling Machine Learning with Spark is popular PDF and ePub book, written by Adi Polak in 2023-03-07, it is a fantastic choice for those who relish reading online the Computers genre. Let's immerse ourselves in this engaging Computers book by exploring the summary and details provided below. Remember, Scaling Machine Learning with Spark can be Read Online from any device for your convenience.
Scaling Machine Learning with Spark Book PDF Summary
Learn how to build end-to-end scalable machine learning solutions with Apache Spark. With this practical guide, author Adi Polak introduces data and ML practitioners to creative solutions that supersede today's traditional methods. You'll learn a more holistic approach that takes you beyond specific requirements and organizational goals--allowing data and ML practitioners to collaborate and understand each other better. Scaling Machine Learning with Spark examines several technologies for building end-to-end distributed ML workflows based on the Apache Spark ecosystem with Spark MLlib, MLflow, TensorFlow, and PyTorch. If you're a data scientist who works with machine learning, this book shows you when and why to use each technology. You will: Explore machine learning, including distributed computing concepts and terminology Manage the ML lifecycle with MLflow Ingest data and perform basic preprocessing with Spark Explore feature engineering, and use Spark to extract features Train a model with MLlib and build a pipeline to reproduce it Build a data system to combine the power of Spark with deep learning Get a step-by-step example of working with distributed TensorFlow Use PyTorch to scale machine learning and its internal architecture
Detail Book of Scaling Machine Learning with Spark PDF
- Author : Adi Polak
- Release : 07 March 2023
- Publisher : "O'Reilly Media, Inc."
- ISBN : 9781098106775
- Genre : Computers
- Total Page : 323 pages
- Language : English
- PDF File Size : 7,7 Mb
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