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Learner Reviews & Feedback for The Nuts and Bolts of Machine Learning by Google

4.8
stars
616 ratings

About the Course

This is the fifth course in the Google Advanced Data Analytics Certificate. In this course, you’ll learn about machine learning, which uses algorithms and statistics to teach computer systems to discover patterns in data. Data professionals use machine learning to help analyze large amounts of data, solve complex problems, and make accurate predictions. You’ll focus on the two main types of machine learning: supervised and unsupervised. You'll learn how to apply different machine learning models to business problems and become familiar with specific models such as Naive Bayes, decision tree, random forest, and more. Google employees who currently work in the field will guide you through this course by providing hands-on activities that simulate relevant tasks, sharing examples from their day-to-day work, and helping you enhance your data analytics skills to prepare for your career. Learners who complete the eight courses in this program will have the skills needed to apply for data science and advanced data analytics jobs. This certificate assumes prior knowledge of foundational analytical principles, skills, and tools covered in the Google Data Analytics Certificate. By the end of this course, you will: -Apply feature engineering techniques using Python -Construct a Naive Bayes model -Describe how unsupervised learning differs from supervised learning -Code a K-means algorithm in Python -Evaluate and optimize the results of K-means model -Explore decision tree models, how they work, and their advantages over other types of supervised machine learning -Characterize bagging in machine learning, specifically for random forest models -Distinguish boosting in machine learning, specifically for XGBoost models -Explain tuning model parameters and how they affect performance and evaluation metrics...

Top reviews

JS

Oct 8, 2023

Wonderful course......THANK YOU to the instructors as they all were amazing and encouraging.

TP

Feb 6, 2024

I’m so grateful for the excellence, well crafted and clearly delivered career-oriented course you have offered.

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51 - 75 of 104 Reviews for The Nuts and Bolts of Machine Learning

By Imtiaz H

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Aug 22, 2023

Most comprehensive, complex and interesting.

By Rashid M S E

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Oct 28, 2025

i am more expertise learning in this course

By GOKULAKRISHNAN S C

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Jul 1, 2025

super intuitive and toughtful for learneres

By Bond D

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Dec 29, 2023

Good course with a lot of labs and examples

By Bingyi

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Sep 26, 2023

excellent and close to real job content

By PRACHI S

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Oct 25, 2023

A very informative course to learn

By Ghulam h K

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Jan 4, 2024

Thanks for your amazing teaching

By Michał Z

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Sep 7, 2023

I enjoyed this course very much!

By Shaurya R P

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Mar 11, 2026

It's literally amazing course

By Mahmoud M

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Oct 5, 2024

wonderful and comprehensive

By Maths f A

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Dec 15, 2024

Really excellent course.

By LUIS A D H

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Aug 13, 2025

i liked jupyter labs

By omar m

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Mar 16, 2024

This was well taught

By José L L X

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Jul 9, 2025

Much Interesting!

By Aysheshim. A

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Dec 14, 2024

waw is so amazing

By Garib H

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Mar 26, 2024

Great instructor!

By Katele L

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Aug 3, 2024

very good course

By Samuel H

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May 31, 2024

Amazing course!

By Миракбар М

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Jun 11, 2025

Amazing course

By Lộ T Đ

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Dec 25, 2024

Great course!

By Mahad M

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Mar 9, 2025

good contetn

By Clement M

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Feb 3, 2025

Good explain

By Ikhsan K

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Dec 5, 2024

I like this!

By Munkh-Ireedui B

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Dec 29, 2023

excellent!!!

By Costa “ A

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Jul 16, 2025

Excepcional