Chevron Left
返回到 Applied Machine Learning in Python

学生对 University of Michigan 提供的 Applied Machine Learning in Python 的评价和反馈

4.6
星
8,771 个评分

课程概述

This course will introduce the learner to applied machine learning, focusing more on the techniques and methods than on the statistics behind these methods. The course will start with a discussion of how machine learning is different than descriptive statistics, and introduce the scikit learn toolkit through a tutorial. The issue of dimensionality of data will be discussed, and the task of clustering data, as well as evaluating those clusters, will be tackled. Supervised approaches for creating predictive models will be described, and learners will be able to apply the scikit learn predictive modelling methods while understanding process issues related to data generalizability (e.g. cross validation, overfitting). The course will end with a look at more advanced techniques, such as building ensembles, and practical limitations of predictive models. By the end of this course, students will be able to identify the difference between a supervised (classification) and unsupervised (clustering) technique, identify which technique they need to apply for a particular dataset and need, engineer features to meet that need, and write python code to carry out an analysis. This course should be taken after Introduction to Data Science in Python and Applied Plotting, Charting & Data Representation in Python and before Applied Text Mining in Python and Applied Social Analysis in Python....

热门审阅

JL

Aug 19, 2018

Concise and clear presentation of the material with the majority of time focused around using TDD to learn and practice concepts through developing solutions to open ended coding challenges.

AG

Aug 26, 2017

A lot of techniques packed into a relatively short course. Weeks 2 & 4 are noticably tougher than the other two, so allow plenty of extra time for assignment and quiz in those 2 weeks.

筛选依据：

1001 - Applied Machine Learning in Python 的 1025 个评论（共 1,599 个）

创建者 Francisco M

•

Jul 12, 2017

Good stuff here

创建者 Hardik V

•

Dec 22, 2025

good very nice

创建者 Suman P

•

Mar 21, 2025

It's a amazing

创建者 BISWA B G

•

Dec 23, 2020

It was Amazing

创建者 tanushree p

•

Aug 21, 2020

Awesome course

创建者 David F

•

Aug 11, 2020

Great course!!

创建者 Himanshu B

•

May 2, 2020

amazing course

创建者 Akash D

•

Mar 26, 2020

Thank You! Sir

创建者 akash p

•

Mar 23, 2020

it was helpful

创建者 Moez S

•

Nov 18, 2019

Amazing course

创建者 Amin O

•

Sep 26, 2019

Lovely course!

创建者 George G

•

Dec 22, 2018

Awesome course

创建者 Li M

•

Oct 28, 2018

very practical

创建者 Hema

•

Jul 19, 2018

Great course!!

创建者 Julian O

•

Jul 5, 2018

Great overview

创建者 Gerardo C

•

Oct 11, 2017

Great course!!

创建者 Aniket B

•

Jun 24, 2017

Awesome course

创建者 Fera J

•

Jan 16, 2025

very good web

创建者 Moses W W

•

Mar 14, 2021

Great course!

创建者 Rateb K

•

Sep 28, 2020

Great Course!

创建者 MOINAK K M

•

Jun 18, 2020

Great course.

创建者 Nico M

•

Mar 30, 2020

Great course!

创建者 何霄

•

Sep 23, 2019

great course!

创建者 Oliver O

•

Mar 11, 2019

Great course!

创建者 Harsh S

•

Mar 10, 2019

Great content