Library of Ubikxandria

Map

In my past life I was probably a dragon, I love hoarding, especially learning materials on different aspect of the programming world.

NOTE: A checked box means that I have personally gone through said material completely, you can expect to see a review popping up rather soon(ish) after a tick appears.

Videos

Ubik Tech [YouTube]

Curated playlists

SciPy [YouTube]


Podcasts

Python


Courses / MOOCS

FastAI

Stanford

Talk Python to Me

MIT


Books

Intro

  • Learning Python [Python]
  • Git Pro [Git]

Intermediate

  • Python in a Nutshell [Python]
  • Python Cookbook [Python]
  • Fluent Python [Python]

Advanced

  • Cython [Python]
  • High Performance Python [Python]
  • The Pragmatic Programmer

Functional Programming

  • Learn You A Haskell For Greater Good! [Haskell]

Blockchain

  • Mastering Bitcoin
  • Mastering Ethereum

Data_*

  • Data Science From Scratch [Python]
  • Python for Data Analysis (2nd Edition) [Python]
  • Doing Data Science: Straight Talk from the Frontline [Python]
  • Python Data Science Handbook: Tools and Techniques for Developers [Python]

Machine Learning

  • Python Machine Learning [Scikit-Learn][TensorFlow][Python]
  • Hands-On-Machine-Learning With Scikit-Learn and TensorFlow [Scikit-Learn][TensorFlow][Python]
  • Fundamentals of Deep Learning [TensorFlow][Python]

Theory

  • Think Stats [Python]
  • Think Bayes [Python]
  • Introduction to Statistical Learning [R]
  • The Elements of Statistical Learning [R]
  • Pattern Recognition with Machine Learning
  • Understanding Machine Learning
  • Deep Learning

Web Development

  • Full Stack Python [Python]
  • Full Stack Python: Guide to Deployments [Python]

Flask

  • Flask Web Development: Developing Web Applications with Python [Python]

Design

  • The Design Of Everyday Things