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返回到 The Nuts and Bolts of Machine Learning

学生对 Google 提供的 The Nuts and Bolts of Machine Learning 的评价和反馈

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604 个评分

课程概述

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...

热门审阅

IH

Jan 14, 2024

Very useful course! Concise overview of strengths and weaknesses of various cutting edge machine learning techniques.

CM

May 17, 2024

This course helped me take my ML skills to another level entirely, I would certainly recommend it to anyone looking for a breakthrough in data analytics.

筛选依据：

26 - The Nuts and Bolts of Machine Learning 的 50 个评论（共 102 个）

创建者 Ng F K

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May 30, 2025

Great course! The course is well designed. However, a lot of reading and searching is required to better understand the various parts of the course.

创建者 Hassan H

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Nov 27, 2023

An educating, eye opening and interesting course that was well delivered and articulated by highly proficient and professional tutors.

创建者 Ilja H

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Jan 15, 2024

Very useful course! Concise overview of strengths and weaknesses of various cutting edge machine learning techniques.

创建者 Trung N P

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Feb 7, 2024

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

创建者 Ebrahim A

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Aug 22, 2023

It is a very well-designed course. If the instructor adds time series to the course, it could be very helpful

创建者 Mehri M

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Feb 17, 2024

This course was the most technical course among the 7 courses. However, it was very enjoyable and exciting!

创建者 Nazeem U B

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Feb 19, 2024

The best course in the certificate. This course was really helpful and the instructor was excellent!

创建者 Choirul A

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Jan 31, 2025

great explanation on random forest & ensembles. Now I know what random forest and boosting means

创建者 John S

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Oct 9, 2023

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

创建者 Henry L

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Apr 12, 2025

Awesome, baby! I love the style of this tutor , and it helps a lot in data sciences, ML 101

创建者 Muhammad H

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Dec 20, 2023

The Course was very effective which increased my skills, knowledge and confidence level.

创建者 Mohammed M F A M S D o M U

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Dec 10, 2025

An excellent course, very well-organized and sequential, with practical applications.

创建者 Mariano G

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Jun 26, 2024

Very intense but with all the tools to practice, advance and understand data analysis

创建者 Imran R

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Mar 13, 2025

I have learn a loat of things about machine learning from this course this course

创建者 Anyike

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Dec 13, 2023

I found it really enlightening, it's made me eager to do more research about it.

创建者 Stacy H

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Jan 28, 2024

Best module of the bunch. Exemplars are excellent reference material.

创建者 Sergey G

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Jan 16, 2024

Clear and easy to understand explanations, good practice examples.

创建者 Cheryl M B

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Dec 10, 2024

I love all of the examples that are provided. Great instruction!

创建者 Shyam V N

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Aug 21, 2023

Great for learning ML using Python and its libraries.

创建者 Mohamed D

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Nov 1, 2023

amazing instructor and excellent content and pace

创建者 Mateo V C

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Apr 15, 2025

Excelente para incursionar en machine learning

创建者 Aura L C

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Feb 24, 2025

SUPER UNA HERRAMIENTA UNICA Y SUPER ENTENDIBLE

创建者 Imtiaz H

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Aug 22, 2023

Most comprehensive, complex and interesting.

创建者 Rashid M S E

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Oct 28, 2025

i am more expertise learning in this course

创建者 GOKULAKRISHNAN S C

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Jul 1, 2025

super intuitive and toughtful for learneres