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It's worthwhile to explain why many people find the OSDSM useful. The topics listed do indeed require depth to acquire an adequate proficiency to understand an
by clarecorthell 12y ago
It's worthwhile to explain why many people find the OSDSM useful.
The topics listed do indeed require depth to acquire an adequate proficiency to understand and command them. The OSDSM is most useful for people who don't know where to start, which is often the hardest part. The hardest things are often the most trivial in hindsight.
Typical interaction:
Q: I want to be a Data Scientist. What do you think I should study first?
A: Build a basic proficiency in linear algebra, programming in python, and statistics. Then take cursory classes in the subjects in the OSDSM that interest you. You'll figure out what depth is most meaningful to you from there.
Q: What does a Data Scientist actually need to know?
A: Totally and completely depends on what you want to do. There are people who crunch click logs all day, people who comb the tendrils of search algorithms, and yet others who seek terrorists and criminals in statistical signs among the bits and bytes. See my last answer for relevant guidance.
e.g.
https://medium.com/@clarecorthell/the-brief-multi-tweet-enumeration-of-job-titles-encompassed-by-data-science-8d48a988e3a1 https://medium.com/@clarecorthell/the-brief-multi-tweet-enum...
- dkarapetyan 12y agoIn that case I have some feedback. As a beginner I still don't know where to start after reading your post. There are 101* bullet points in your post distributed among IDEs, books, online courses, libraries (the programming kind not the book kind), programming languages, pure math, applied math, database theory, machine learning, natural language processing, visualization, etc. and there is no obvious ordering on how hard or easy things are because the very first link in the math section is another list of bullets tackling some heavy-duty mathematics and I say this as someone who studied mathematics at a graduate school level. Expanding mailshanx's answer will be much more helpful to beginners than the current 101 bullet points. *I just counted the bullet points with document.querySelectorAll('li') so there are some false positives.
- clarecorthell 12y agoStart here: http://bit.ly/uwintrodatascience http://bit.ly/uwintrodatascience. It's the first bullet.