365 Data Science – Full Siterip as of April, 2020
It includes all 4 modules with all 22 courses and exercises. It is verified by going thru all of the courses one-by-one and downloading missing videos, exercise files, data files. [So it is not missing part of the excel course.]
– It is a complete, from the ground-up tutorial that teaches you everything you need to know about AI / Machine Learning / Deep Learning. It starts with the basics of probability theory and statistics, then teaches you a bit more with excel and tableau, and ms power bi (charts and data processing basically).
– Then it goes on with SQL, from the very basics again using mysql / mariadb. (postgre or sqlite can be used as well, execept for triggers and stored procs).
More advanced python tutorials are left in on algorithms, matplotlib, debugging, opencv (the python bootcamp course)- It also has a course on R (open source statistics package).
– After that we learn about tensorflow. I have combined the courses about tensorflow v1 and v2 — the same folders are deduped, and only the differences + the base is kept, saving a few gb’s.
– At the end it includes a course about scraping websites with python (including javascript based sites — using puppeteer basically) + 3 moderate sized projects with python using what you could have learned that far.
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