Library of Ubikxandria

Map of the Library

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

• Airflow
• Beam
• BigQuery
• Blockchain
• Docs
• Flask
• Frontend
• Functional Programming
• Git
• Go
• Graph Database
• Javascript
• Jupyter
• Keras
• Kotlin
• NLP
• Probabilistic Programming
• Rust
• Serverless
• TensorFlow
• Testing
• WebDev

SciPy [YouTube]

• SciPy 2017: Scientific Computing with Python Conference

Podcasts

Python

• Talk Python To Me
• Python Bytes
• Podcast.__init__

Courses / MOOCS

FastAI

• [ ] FastAI [Python] [Keras] [DeepLearning] [PyTorch]

Stanford

• [ ] Stanford CS224n - Lecture Collection | Natural Language Processing with Deep Learning (Winter 2017) [YouTube]
• [ ] Stanford CS231n - Lecture 1 | Introduction to Convolutional Neural Networks for Visual Recognition [YouTube]

Talk Python to Me

• [ ] Write Pythonic Code Like a Seasoned Developer [Python]
• [ ] Python for Entrepreneurs [Python] [Pyramid] [WebDev]

MIT

• [ ] Introduction to Computational Thinking and Data Science (Fall 2016)

Udacity

• [ ] Intro to JavaScript [JavaScript]

Books

Intro

• [?] Learning Python [#Python]
• [x] Git Pro [#Git]
• [?] Automate the Boring Stuff With Python [#Python]
• [ ] Algortihms to live by

Intermediate

• [?] Python in a Nutshell [#Python]
• [?] Python Cookbook [#Python]
• [?] Fluent Python [#Python]
• [ ] Cracking The Code Interview [#C++] [#Java]
• [?] Algorithms

Advanced

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

Testing

• [ ] Python Testing With Pytest: Simple, Rapid, Effective, and Scalable [Python]
• [?] Test-Driven Development With Python: Obey the Testing Goat: Using Django, Selenium, and JavaScript [Python] [Django] [JavaScript]

Functional Programming

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

Blockchain

• [ ] Mastering Bitcoin
• [?] Mastering Ethereum

Data_*

• [ ] Data Science From Scratch [Python]
• [ ] Python for Data Analysis (2nd Edition) [Python]
• [ ] Python Data Science Handbook: Tools and Techniques for Developers [Python]

Machine Learning

• [ ] Python Machine Learning (2nd Edition) [Scikit-Learn] [TensorFlow] [Python]
• [ ] Hands-On-Machine-Learning With Scikit-Learn and TensorFlow [Scikit-Learn][TensorFlow][Python]
• [?] Fundamentals of Deep Learning [TensorFlow][Python]

Streaming

• COMING SOON

Spark

• COMING SOON

Theory

Intro

• [ ] The Book of Why

Hardcore

• [ ] 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

Infrastructure As Code

• [ ] Terraform Up & Running [Terraform]

Web Development

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

Flask

• [?] Flask Web Development: Developing Web Applications with Python (2nd Edition) [Python]

Design

• [ ] The Design Of Everyday Things