Machine Learning Need-to-know Concepts Cards
Who are these cards for?
You're totally new to data science/machine learning.
You've been learning data science for a while, but You feel overwhelmed by the amount of data science tools on the internet.
You want to learn about the main principles of machine learning that will make all data science tools and concepts make sense.
You have a hard time understanding concepts or making concepts ‘stick’ in your head.
Why did I create these cards?
5 years ago, I got interested in the data science field, I started reading articles, puling Kaggle data, writing hundreds of Jupyter notebooks, and then moving to research papers.2 years ago I found myself asking a fundamental question: Is data science all about tools and predictive power.
This is where I started looking for concepts and fundamentals that motivate this endless set of tools in this field. Like bias-variance tradeoff.
This journey guided me to this day when I wanted to share with the community what I learned and eventually help people take a place in this fascinating field.
17 cards exploring in details must to know concepts in machine learning