/KnowledgeBase

Links to interesting articles & videos

Knowledge base

I have collected many links to interesting articles and videos. With time it begin to be hard to find the one I'm looking for due to e.g. two browsers and tons of bookmarks. So the idea of this repository is to store them categorized in one place and share with you.

πŸ“ƒ means article, πŸŽ₯ - video.

This repository will be updated if I find something interesting, so stay tuned! πŸŽ‰

Python

πŸ“ƒ "NumPy Illustrated: The Visual Guide to NumPy"

Machine learning & deep learning

Basics

πŸ“ƒ "A Recipe for Training Neural Networks" by Andrej Karpathy

πŸ“ƒ "An overview of gradient descent optimization algorithms"

πŸŽ₯ "DeepMind x UCL | Deep Learning Lectures | 2/12 | Neural Networks Foundations" by Wojciech Czarnecki

Neural network from scratch

πŸ“ƒ "Understanding LSTM Networks"

Books

πŸ“ƒ "Deep learning book" Ian Goodfellow and Yoshua Bengio and Aaron Courville

Data Science

Books

πŸ“ƒ β€œThe Visual Display of Quantitative Information” by Edward R. Tufte

Data visualization

πŸ“ˆ "KANTAR Information is Beautiful"

πŸ“ˆ "Flowing data projects"

πŸ“ˆ "r/dataisbeautiful"

πŸ“ˆ "pudding.cool"

Math

πŸ“ƒ Understanding and Applying Benford’s Law

πŸ“ƒ Big-O Cheat Sheet

πŸ“ƒ Understanding the Levenshtein Distance Equation for Beginners

Processes & best practises

πŸ“ƒ "How to Do Code Reviews Like a Human (Part One)"

πŸ“ƒ "How to Make Your Code Reviewer Fall in Love with You "

πŸ“ƒ "Job promotion is a trap"

πŸ“ƒ Logging standards

πŸ“ƒ Date formatting

Frontend

πŸ“ƒ "Can I use"- up-to-date browser support tables for support of front-end web technologies

Projects

"How music evolved: Billboard's Hot 100, 1958-2016"