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Merge pull request #192 from UBC-MDS/general-resources
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Update general learning resources
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chendaniely authored Aug 20, 2024
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subtitle: Optional extra preparation for entering UBC MDS students
---

The following is a list of online courses and other resources that might be useful preparation for the UBC MDS program. Completion of these courses
The following is a list of online resources that might be useful preparation for the UBC MDS program. Completion of these courses
does not replace the [official program prerequisites](http://masterdatascience.science.ubc.ca/admissions). Rather, this page is
mainly intended for entering students who may wish to reinforce their preparation before the program starts.
Many of these resources can also be helpful resources during the program. Highly recommended items are in bold.

Disclaimer: We have not vetted these courses ourselves but rather selected them based on their descriptions seeming appropriate.
Disclaimer: We have not vetted all these resources ourselves, but rather selected them based on a combination of our experience, recommendation from colleagues, and the resources descriptions.
If you have feedback about them, please [let us know](http://masterdatascience.science.ubc.ca/contact-us).



### Python
- [Programming for Everybody](https://www.py4e.com/): online book & [Youtube lectures](https://www.youtube.com/watch?v=8DvywoWv6fI&t=9009s) by Chuck Severance
- [Beginner tutorial](https://www.youtube.com/playlist?list=PL-osiE80TeTskrapNbzXhwoFUiLCjGgY7), [OOP programming](https://www.youtube.com/playlist?list=PL-osiE80TeTsqhIuOqKhwlXsIBIdSeYtc): Series of Youtube tutorials by Corey Shaffer
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- [Writing in the Sciences](https://www.classcentral.com/course/sciwrite-464): Coursera online course from Standford U. (free to audit)

### General
- [Data Analysis for the Life Sciences](https://leanpub.com/dataanalysisforthelifesciences): book by Rafael A Irizarry and Michael I Love (has a suggested price but can be accessed for $0)
- A variety of [free O'Reilly Ebooks on data science](http://www.oreilly.com/data/free/archive.html): e-book from O'Reilly
- [Dataquest](https://www.dataquest.io/): online course by Dataquest
- [Data Gymnasia](https://mathigon.org/data-gymnasia): online course from Brown University
- **[StatQuest](https://statquest.org/video-index/), introductory intuition of many statistical topics through entertaining videos.**
- [An Introduction to Statistical Learning](https://www.statlearning.com/), introductory theory and intuition with applications in both R and Python.
- [3Blue1Brown](https://www.3blue1brown.com/), similar to StatQuest but more focus on Math and deeper explanations.
- A [comprehensive list of data science textbooks](https://www.notion.so/virtuallibrary/Textbook-References-e8afb919d3454759a731bda6e06a442d) curated by an MDS alum.

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