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Learner Reviews & Feedback for Scalable Machine Learning on Big Data using Apache Spark by IBM

3.8

stars

1,248 ratings

About the Course

This course will empower you with the skills to scale data science and machine learning (ML) tasks on Big Data sets using Apache Spark. Most real world machine learning work involves very large data sets that go beyond the CPU, memory and storage limitations of a single computer. Apache Spark is an open source framework that leverages cluster computing and distributed storage to process extremely large data sets in an efficient and cost effective manner. Therefore an applied knowledge of working with Apache Spark is a great asset and potential differentiator for a Machine Learning engineer. After completing this course, you will be able to: - gain a practical understanding of Apache Spark, and apply it to solve machine learning problems involving both small and big data - understand how parallel code is written, capable of running on thousands of CPUs. - make use of large scale compute clusters to apply machine learning algorithms on Petabytes of data using Apache SparkML Pipelines. - eliminate out-of-memory errors generated by traditional machine learning frameworks when data doesn’t fit in a computer's main memory - test thousands of different ML models in parallel to find the best performing one – a technique used by many successful Kagglers - (Optional) run SQL statements on very large data sets using Apache SparkSQL and the Apache Spark DataFrame API. Enrol now to learn the machine learning techniques for working with Big Data that have been successfully applied by companies like Alibaba, Apple, Amazon, Baidu, eBay, IBM, NASA, Samsung, SAP, TripAdvisor, Yahoo!, Zalando and many others. NOTE: You will practice running machine learning tasks hands-on on an Apache Spark cluster provided by IBM at no charge during the course which you can continue to use afterwards. Prerequisites: - basic python programming - basic machine learning (optional introduction videos are provided in this course as well) - basic SQL skills for optional content The following courses are recommended before taking this class (unless you already have the skills) https://www.coursera.org/learn/python-for-applied-data-science or similar https://www.coursera.org/learn/machine-learning-with-python or similar https://www.coursera.org/learn/sql-data-science for optional lectures...

Top reviews

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After completing this course you will be able to use Apache Spark to build ML models (e.g., Linear Regression, Gaussian Mixture Model, etc.).

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for the last assignment we should have got the opportunity to code in the notebook instead of just running it and reporting results.

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76 - 100 of 318 Reviews for Scalable Machine Learning on Big Data using Apache Spark

By Volkan K

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Jan 1, 2021

Very good explained and lots of examples.

By Fahad A

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Feb 29, 2020

It was challenging and very informative

By Nelson C S

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May 28, 2020

Excelente Curso, muy bien explicado !

By Walter B

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May 1, 2021

Is a course very hard but wonderful.

By Manjiri N

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May 31, 2020

I find this course very interesting.

By fernandes m

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Nov 10, 2020

It is not the best, but it is good.

By Manar M N H

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Dec 18, 2021

Excellent explanation , Thank you.

By Tiến N T

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Jun 9, 2020

Handful material, great course!!!

By Edson J M

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Aug 4, 2020

Perfect course to learning Spark

By Pratik P

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Jun 14, 2020

Great Course Highly Recommended

By Michel E H

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Mar 23, 2020

Amazing course! Thank you!

By Rammohan K

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Jul 1, 2021

excellent training

By Vaibhav Y T

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Nov 9, 2020

Excellent Course!

By Krishna H

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Apr 26, 2020

Very good course!

By ever b

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Mar 25, 2020

excellent course

By Erickson M

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Sep 20, 2020

Excelente Curso

By SAMIR B

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May 9, 2020

detailed course

By Julien V

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Apr 28, 2020

Great course !

By vivek C

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Jun 14, 2020

great trainer

By Harsh S

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Oct 17, 2020

great course

By Shivam K

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Feb 2, 2022

Good course

By Aditya M P

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Dec 1, 2020

Good Course

By Manjot S D

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Jun 17, 2020

Masterpiece

By PARITOSH P

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Jan 8, 2020

Good course

By Yassine E

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Jan 10, 2020

Awesome :)