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IBM

Machine Learning with Apache Spark

Explore the exciting world of machine learning with this IBM course. Start by learning ML fundamentals before unlocking the power of Apache Spark to build and deploy ML models for data engineering applications. Dive into supervised and unsupervised learning techniques and discover the revolutionary possibilities of Generative AI through instructional readings and videos. Gain hands-on experience with Spark structured streaming, develop an understanding of data engineering and ML pipelines, and become proficient in evaluating ML models using SparkML. In practical labs, you'll utilize SparkML for regression, classification, and clustering, enabling you to construct prediction and classification models. Connect to Spark clusters, analyze SparkSQL datasets, perform ETL activities, and create ML models using Spark ML and sci-kit learn. Finally, demonstrate your acquired skills through a final assignment. This intermediate course is suitable for aspiring and experienced data engineers, as well as working professionals in data analysis and machine learning. Prior knowledge in Big Data, Hadoop, Spark, Python, and ETL is highly recommended for this course.

Status: Regression Analysis
Status: Extract, Transform, Load
IntermediateCourse16 hours

Featured reviews

AS

Reviewed Feb 2, 2024

Excellent learning experience - well-designed content and practical sessions.

RR

Reviewed Jun 23, 2025

Liked the structure and labs. Good way to learn with handson experience.

SK

Reviewed May 18, 2025

After completing this course. I gained much more knowledge about Spark that apply in ML project. and other topics such as data engineering, ML lifecycle.

SR

Reviewed Mar 1, 2025

It good to learn basics and widen my knowledge in Data Engineering

SS

Reviewed Mar 22, 2024

Spark is build to work with distributed systems. But here it looks like it is some strange twin of pandas. Some basics of Distributed Systems wanted with at least one at least theoretical examlple.

BS

Reviewed Dec 18, 2023

This course gives good overview about ML with Spark.

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