B.Sc. (Data Science) SPARK Technologies Practical Syllabus - Mumbai University 2026
This is the Fourth Year BSc Data Science Honours syllabus under NEP 2020, phased in one year at a time, from the academic year 2024-25. The University still sets the earlier Choice Based papers alongside it for ATKT candidates, so check which scheme your exam form names before you revise.
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Syllabus for SPARK Technologies Practical
Module I
- 1. Installation of Apache Spark 2. Spark Basics and RDD interface 3. Filtering RDDs, and the Minimum Temperature by Location Example 4. Counting Word Occurrences using flatmap() 5. Executing SQL commands and SQL-style functions on a DataFrame
Module II
- 1. Implement Total Spent by Customer with DataFrames 2. Use Broadcast Variables to Display Movie Names Instead of ID Numbers 3. Create Similar Movies from One Million Rating 4. Using Spark ML to Produce Movie Recommendations 5. Use Windows with Structured Streaming to Track Most-Viewed URLs (Spark Streaming) 10 Text Books 1. Learning Spark: Lightning-Fast Data Analytics 2nd Edition, by Jules S. Damji , Brooke Wenig , Tathagata Das, Denny Lee, O’Reilly , 2020 11 Reference Books 1. Apache Spark Machine Learning Blueprints 1st Edition, Kindle Edition by Alex Liu, Packt Publishing, 2016 4. Apache Spark 2.x Cookbook: Cloud-ready recipes for analytics and data science 2nd Edition, by Rishi Yadav, Packt Publishing, 2017 12 Semester End Examination: 100%
Text Books
- 1 Learning Spark: Lightning-Fast Data Analytics 2nd Edition, by Jules S. Damji , Brooke Wenig , Tathagata Das, Denny Lee, O’Reilly , 2020
- 1 Apache Spark Machine Learning Blueprints 1st Edition, Kindle Edition by Alex Liu, Packt Publishing, 2016
- 4 Apache Spark 2.x Cookbook: Cloud-ready recipes for analytics and data science 2nd Edition, by Rishi Yadav, Packt Publishing, 2017
Reproduced from the University of Mumbai syllabus for B.Sc. (Data Science) under NEP 2020. Wording is as printed in that syllabus. Module numbering is as printed there too.
The complete syllabus
This subject is cut from the University circular for its year. Open a document here if you want the whole thing rather than a single subject.