Book

Apache Spark 2.x Machine Learning Cookbook

Machine learning aims to extract knowledge from data, relying on fundamental concepts in computer science, statistics, probability, and optimization. This book begins with a quick overview of setting up the necessary IDEs to facilitate the execution of code examples that will be covered in various chapters. It also highlights some key issues developers face while working with machine learning algorithms on the Spark platform. We progress by uncovering the various Spark APIs and the implementation of ML algorithms with developing classification systems, recommendation engines, text analytics, clustering, and learning systems. Toward the final chapters, we’ll focus on building high-end applications and explain various unsupervised methodologies and challenges to tackle when implementing with big data ML systems.

Offered byPackt Logo

Difficulty Level
Intermediate
Completion Time
22h12m approx.
Language
English
Certification
Not available

About Course

Book Content

chapters 22h12m total length

1. Practical Machine Learning with Spark using Scala
2. Just enough Linear Algebra for Machine Learning with Spark
3. Spark’s three data musketeers for machine learning – Perfect Together
4. Common Recipes for Implementing a Robust Machine Learning System
5. Practical Machine Learning with Regression and Classification in Spark 2.0 – Part I
6. Practical Machine Learning with Regression and Classification in Spark 2.0 – Part II
7. Recommendation engine that scales with Spark
8. Unsupervised Clustering with Apache Spark 2.0
9. Optimization – Going Down the Hill with the Gradient Descent
10. Build Machine Learning Systems with Decision Tree and Ensemble Models
11. Curse of high-dimensionality in Big Data
12. Implementing Text Analytics with Spark 2.0 ML Library
13. Spark Streaming and Machine Learning Library

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