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Introduction to Data Science in Python, University of Michigan

4.5
8,343 個評分
2,103 個審閱

課程信息

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 introduce data manipulation and cleaning techniques using the popular python pandas data science library and introduce the abstraction of the Series and DataFrame as the central data structures for data analysis, along with tutorials on how to use functions such as groupby, merge, and pivot tables effectively. By the end of this course, students will be able to take tabular data, clean it, manipulate it, and run basic inferential statistical analyses. This course should be taken before any of the other Applied Data Science with Python courses: Applied Plotting, Charting & Data Representation in Python, Applied Machine Learning in Python, Applied Text Mining in Python, Applied Social Network Analysis in Python....

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創建者 SI

Mar 16, 2018

overall the good introductory course of python for data science but i feel it should have covered the basics in more details .specially for the ones who do not have any prior programming background .

創建者 AU

Dec 10, 2017

Wow, this was amazing. Learned a lot (mostly thanks to stack overflow) but the course also opened my eyes to all the possibilities available out there and I feel like i'm only scratching the surface!

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2,037 個審閱

創建者 Adi.Vamsi Sairam

Dec 12, 2018

It's good but I'm unhappy with the programming tutorials ie. Jupiter note book section no explanation is given

創建者 Sabina Dobrer

Dec 12, 2018

For someone knows basic python only some of the things are explained really fast. However, you can catch up during the assignments. A lot of time for the assignments spend on finding possible solution on the forums. From one point of view it is good - so you can find you own style. Form another, if you work full time and have busy schedule - it will take much longer to finish all the assignments.

創建者 Sarah Hagan Hudspeth

Dec 11, 2018

I really enjoyed this course, but i am so glad I came prepared and had completed other Data Science tracks on other online sites (Codecademy, Dataquest, DataCamp, etc). I had to put all the skills learned elsewhere to good use in this course. The course was challenging--which is why I wanted to take it! I feel like I had to problem-solve, code, and work with data at a high level.

創建者 Weinan Hu

Dec 11, 2018

It is a very nice course, providing you are able to pour a LOT of individual efforts into it, especially into the assignments. The knowledge required to finish the course is far beyond what they taught. I spent 70% of my time in the course on Stackoverflow or Google, or asking my friends. However, I admitted I gained huge amount of knowledge and experiences, as well as "individual research skills" and confidence, from this course. I would recommend going through this course in a much shorter period of time than recommended (like in a week), during your vacation or week off.

創建者 Syed Danyal Hassan

Dec 10, 2018

Best Course ever!!

創建者 Min Li

Dec 10, 2018

Good exercise, very practical course, teach and self learning combined.

創建者 Robert J King

Dec 10, 2018

Even though I am already a heavy user of Pandas in my daily work, this course forced me to learn several useful features that I had never knew about or bothered to learn. The exercises were challenging enough that it took a decent amount of time and effort to complete them. There were many technical challenges with the autograder and the coursera hosted notebooks that made this more of a challenge than it should have been.

創建者 Nick Ritchie

Dec 09, 2018

Content was well paced and well presented but the auto grading submissions took a long time to get used to and were very stressful. The recommended time to complete the assessments was also very optimistic, most assessments took me easily double the time suggested.

創建者 Raghubir Singh

Dec 09, 2018

I would highly recommend this course anyone who likes to learn basic fundamentals of Data Science. I would like to say big thank you to this course instructors. Again, Thank you coursera.

創建者 Natrajan Jaiswal

Dec 09, 2018

Though assignments are tough, but mentor support in discussion forums are incredible :)