Does anyone know any good online data analysis/science bootcamps to take for developing these skills in a career? Ideally it'd be something part time and achievable within 6 months or so, with a professional certificate that I can use on a resume. I have a basic background in python and mathematics, but would love to explore the applications of this field further.
It's overwhelming doing a quick google search, so I wanted to see if anyone has familiarity or experience with some of these before trying something out. Thanks!
I moved into data science simply by self-teaching. Depending on what your educational background and work experience is I'd probably recommend the same thing. Especially if you have strong math/stats background and previous work or education to support that.
I probably spent less than $50 on all the courses I took. I actually strongly recommend Udemy for a lot of this stuff. Things might have changed, but very often they had courses for like $9.99. Pay for 2-3 of those and read books like ESL:
https://hastie.su.domains/ElemStatLearn/printings/ESLII_print10.pdfand it'll get you 60-70% of the way there. The rest is taking what you learn and applying it.
I wrote a blog for a bit a few years ago. Here's a link to a lot of the resources I used:
https://nkoenig06.github.io/about-me.htmlI can't vouch for the prices being really low anymore, but I integrated coupons from the course authors that worked at the time. The Python DS one appears to be $13.99 now, it was $8.99 when I paid for it, so there is some inflation :)
Happy to try to answer any questions you have.
By doing this combined with my work experience and education I've gotten and turned down the following offers in the past 2 years:
Director of Data Science in the tech arm of a fortune 100 food processing company.
Senior Quantitative Researcher at a FAANG company.
This is all coming from a social sciences background, but I did focus on quantitative measurement and statistics within that background.