Free High-Quality Machine Learning & Data Science Books & Courses: Quarantine Edition
If you find yourself quarantined and looking for free learning materials in the way of books and courses to sharpen your data science and machine learning skills, this collection of articles I have previously written curating such things is for you.
Do you have the luxury of being stuck at home right now? Due to COVID-19, many of us are relegated to being locked down, quarantined, sheltered in place, or the like for the time being. If you find yourself in this situation and are looking for free learning materials in the way of books and courses in order to take advantage and sharpen your data science and machine learning skills, this collection of articles I have previously written curating such things is for you. Altogether, you will find links to smaller collections of just such materials, totalling more than 100 high quality books and courses.
Let's also take the opportunity to say that we salute all of the essential workers who do not have this luxury at the moment. KDnuggets wants to say thank you to all people working in the trenches during this pandemic: doctors, nurses, medical researchers, mail carriers, police, firefighters, first responders, pharmacy workers, supermarket clerks, food service providers, truck drivers, everyone in the supply chain, and all others who provide essential services in order to protect the vulnerable, the frontline healthcare workers, and to allow the rest of us to stay and work from home. Thank you!
Here is a quick collection of such books to start your fair weather study off on the right foot. The list begins with a base of statistics, moves on to machine learning foundations, progresses to a few bigger picture titles, has a quick look at an advanced topic or 2, and ends off with something that brings it all together. A mix of classic and contemporary titles, hopefully you find something new (to you) and of interest here.
Summer, summer, summertime. Time to sit back and unwind. Or get your hands on some free machine learning and data science books and get your learn on. Check out this selection of free quality, curated books to get you started.
In here you will find a few books on elementary machine learning, a few on general machine topics of interest such as feature engineering and model interpretability, an intro to deep learning, a book on Python programming, a pair of data visualizations entrants, and twin reinforcement learning efforts.
This is a collection of free machine learning and data science courses to kick off your winter learning season. Courses range from introductory machine learning to deep learning to natural language processing and beyond.
This is a collection of free, quality online machine learning courses, from some esteemed universities as well as other online outlets. Whether you are looking for introductory or more advanced topics, theoretical or practical, or general or specified topics, the courses here should help scratch that year-end learning itch.
This is a selection of maths courses, collections of courses, and specializations which are freely available online, and which can help achieve your data science mathematics goals. They have been separated into the broad topics of mathematical foundations, algebra, calculus, statistics & probability, and those especially relevant to DS & ML.
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