课程信息
541,355 次近期查看

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中级

Data Analysis with Python

完成时间大约为17 小时

建议:5-6 weeks of study, 3-6 hours per week...

英语(English)

字幕:英语(English)

100% 在线

立即开始,按照自己的计划学习。

可灵活调整截止日期

根据您的日程表重置截止日期。

中级

Data Analysis with Python

完成时间大约为17 小时

建议:5-6 weeks of study, 3-6 hours per week...

英语(English)

字幕:英语(English)

教学大纲 - 您将从这门课程中学到什么

1
完成时间为 1 小时

Introduction to Machine Learning

4 个视频 (总计 24 分钟), 1 个测验
4 个视频
Welcome3分钟
Introduction to Machine Learning8分钟
Python for Machine Learning6分钟
Supervised vs Unsupervised5分钟
1 个练习
Intro to Machine Learning10分钟
2
完成时间为 5 小时

Regression

6 个视频 (总计 50 分钟), 5 个测验
6 个视频
Simple Linear Regression12分钟
Model Evaluation in Regression Models8分钟
Evaluation Metrics in Regression Models3分钟
Multiple Linear Regression13分钟
Non-Linear Regression7分钟
1 个练习
Regression10分钟
3
完成时间为 5 小时

Classification

9 个视频 (总计 81 分钟), 5 个测验
9 个视频
K-Nearest Neighbours9分钟
Evaluation Metrics in Classification7分钟
Introduction to Decision Trees4分钟
Building Decision Trees10分钟
Intro to Logistic Regression7分钟
Logistic regression vs Linear regression15分钟
Logistic Regression Training13分钟
Support Vector Machine8分钟
1 个练习
Classification10分钟
4
完成时间为 4 小时

Clustering

6 个视频 (总计 41 分钟), 1 个阅读材料, 4 个测验
6 个视频
Intro to k-Means9分钟
More on k-Means3分钟
Intro to Hierarchical Clustering6分钟
More on Hierarchical Clustering5分钟
DBSCAN6分钟
1 个阅读材料
IBM Digital Badge2分钟
1 个练习
Clustering10分钟
4.7
610 条评论Chevron Right

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通过此课程获得实实在在的工作福利

18%

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来自使用 Python 进行机器学习的热门评论

创建者 RCFeb 7th 2019

The course was highly informative and very well presented. It was very easier to follow. Many complicated concepts were clearly explained. It improved my confidence with respect to programming skills.

创建者 SKAug 4th 2019

The instructor was awesome. His voice was crisp and to the point. The course is actually well laid out with proper structure. Altogether a great learning experience. Cheers... Keep up the good work.

讲师

Avatar

SAEED AGHABOZORGI

Ph.D., Sr. Data Scientist
IBM Developer Skills Network

关于 IBM

IBM offers a wide range of technology and consulting services; a broad portfolio of middleware for collaboration, predictive analytics, software development and systems management; and the world's most advanced servers and supercomputers. Utilizing its business consulting, technology and R&D expertise, IBM helps clients become "smarter" as the planet becomes more digitally interconnected. IBM invests more than $6 billion a year in R&D, just completing its 21st year of patent leadership. IBM Research has received recognition beyond any commercial technology research organization and is home to 5 Nobel Laureates, 9 US National Medals of Technology, 5 US National Medals of Science, 6 Turing Awards, and 10 Inductees in US Inventors Hall of Fame....

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