Large Scale Machine Learning with Python uncovers a new wave of machine learning algorithms that meet scalability demands together with a high predictive accuracy.
Dive into scalable machine learning and the three forms of scalability. Speed up algorithms that can be used on a desktop computer with tips on parallelization and memory allocation. Get to grips with new algorithms that are specifically designed for large projects and can handle bigger files, and learn about machine learning in big data environments. (Limited-time offer)
Table of Contents
- Getting Started with Data Science
- First Steps to Scalability
- Scalable Learning in Scikit-learn
- Fast SVM Implementations
- Neural Networks and Deep Learning
- Deep Learning with TensorFlow
- Classification and Regression Trees at Scale
- Unsupervised Learning at Scale
- Distributed Environments – Hadoop and Spark
- Practical Machine Learning with Spark
Download Free PDF / Read Online
Author(s): Luca Massaron, Bastiaan Sjardin, Alberto Boschetti
Publisher: Packt Publishing
Published: August 2016
Format(s): Online
File size: –
Number of pages: 420
Download / View Link(s): This offer has ended.
Free as of 03/29/2024
Publisher: Packt Publishing
Published: August 2016
Format(s): Online
File size: –
Number of pages: 420
Download / View Link(s): This offer has ended.
Free as of 03/29/2024