Thank you for the recommendation. I build admin dashboards using stock (double entendre?) charting libraries and recently have been using my own d3.js visualizations with dynamic content. At this point, I might as well start to delve into data science and have been investing time developing math skills with calculus and linear algebra. I would like to also take some time and learn basic statistics concepts. I want a level up a little bit but don't see the point getting a Ph.D. in machine learning. I only need the basics to start from.
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Think Stats is a very good book aimed at Python programmers who want a broad overview of practical statistical techniques: https://greenteapress.com/thinkstats/html/index.html
Thank you for the recommendation. I build admin dashboards using stock (double entendre?) charting libraries and recently have been using my own d3.js visualizations with dynamic content. At this point, I might as well start to delve into data science and have been investing time developing math skills with calculus and linear algebra. I would like to also take some time and learn basic statistics concepts. I want a level up a little bit but don't see the point getting a Ph.D. in machine learning. I only need the basics to start from.
You probably want the second edition: https://greenteapress.com/wp/think-stats-2e/
The first edition PDF 404s for me.