Hacker News Books

Hands-on Machine Learning with Scikit-Learn and TensorFlow [1] is more ML focused, but highly recommended. Out of the three books (Python for Data Analysis and Python Data Science Handbook) I learned the most from this one by far.

[1] https://github.com/ageron/handson-ml

Think Bayes and Python Data Science Handbook are a good starting point. Below is the list of free books to learn ML/AI

http://blog.paralleldots.com/data-scientist/list-must-read-b...

See also "Python Data Science Handbook" by Jake VanderPlas, which uses Jupyter notebooks too.

[0] https://jakevdp.github.io/PythonDataScienceHandbook/

While I was in general agreement with the article, I think the examples are
extreme; the author has swung from wanting to learn every Java GUI framework
to reading books about softtware design. There is a middle ground, which is
what I was expecting the author to describe. Here is my (utterly incomplete
and non-comprehensive) list of books to read:

- The C Programming Language
- Computer Networking: Principles, Protocols and Practice
- The Art of Unix Programming
- An Introduction to Beginning Linux Programming
- Sams Teach Yourself SQL in 24 Hours
- The Python Data Science Handbook
- Python Programming with OpenCV
- Speaking Javascript
- Scalable and Modular Architecture for CSS

Wade through that lot and you will have learned about C, UNIX/Linux, networking,
HTML CSS, Javascript, data science/machine learning, text processing, and
computer vision. I reckon that covers 90% of what gets posted on here.

While some of this seems quite specific, all of these books teach either
principles such as machine learning, or teach actual standards such as POSIX,
HTML etc. None of these are going out of fashion anytime soon, unlike the latest
GUI framework or virtual DOM library.

The last book in my list actually speaks to the broader issue of framework
use. The core takeaway of the book can be summarised as this: HTML is a tree
data structure, and clean CSS relies on namespacing CSS rules so that they
only apply to a specific branch of the tree, so no `.menu` classes or the
like, which will probably end up applying to all sorts of branches. I think
if every front-end dev understood this, libraries like React would have had
far less appeal, as everyone would have been too busy writing lean, fast HTMl
and CSS sites to have the time to learn how to make complicated React-powered
static blogs with loading spinners. (As an aside, I think there would have been
less of a backlash with motherfuckingwebsites and brutalist design, as only a
little CSS can make a site much more usable, with almost no impact on load time,
but I think people have been scared off it by bad experiences).