Applied Data Science with Python 专项课程
Gain new insights into your data 。Learn to apply data science methods and techniques, and acquire analysis skills.
The 5 courses in this University of Michigan specialization introduce learners to data science through the python programming language. This skills-based specialization is intended for learners who have basic a python or programming background, and want to apply statistical, machine learning, information visualization, text analysis, and social network analysis techniques through popular python toolkits such as pandas, matplotlib, scikit-learn, nltk, and networkx to gain insight into their data. Introduction to Data Science in Python (course 1), Applied Plotting, Charting & Data Representation in Python (course 2), and Applied Machine Learning in Python (course 3) should be taken in order and prior to any other course in the specialization. After completing those, courses 4 and 5 can be taken in any order. All 5 are required to earn a certificate.
- Intermediate Specialization.
- Some related experience required.
第 1 门课程
Introduction to Data Science in Python计划开课班次：Apr 23
- English, Vietnamese, Chinese (Traditional)
课程概述This course will introduce the learner to the basics of the python programming environment, including fundamental python programming techniques such as lambdas, reading and manipulating csv files, and the numpy library. The course will intr
第 2 门课程
Applied Plotting, Charting & Data Representation in Python计划开课班次：Apr 30
课程概述This course will introduce the learner to information visualization basics, with a focus on reporting and charting using the matplotlib library. The course will start with a design and information literacy perspective, touching on what makes a good an
第 3 门课程
Applied Machine Learning in Python计划开课班次：May 7
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 descri
第 4 门课程
Applied Text Mining in Python计划开课班次：May 7
课程概述This course will introduce the learner to text mining and text manipulation basics. The course begins with an understanding of how text is handled by python, the structure of text both to the machine and to humans, and an overview of the nltk framewor
第 5 门课程
Applied Social Network Analysis in Python计划开课班次：Apr 23
课程概述This course will introduce the learner to network analysis through tutorials using the NetworkX library. The course begins with an understanding of what network analysis is and motivations for why we might model phenomena as networks. The second week intro
V. G. Vinod Vydiswaran
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