August 3, 2020

Resources

Disclosure: Some of the links below are affiliate links, meaning, at no additional cost to you, Self Learn Data Science will earn a commission if you click through and make a purchase.

Mathematics Fundamental

Khan Academy

Mathematics for Machine Learning Specialization – Coursera

  1. Mathematics for Machine Learning: Linear Algebra
  2. Mathematics for Machine Learning: Multivariate Calculus
  3. Mathematics for Machine Learning: PCA

Linear Algebra by Prof. Gilbert Strang – MIT OPEN COURSEWARE

Probability – The Science of Uncertainty and Data – MITx

Fundamentals of Statistics – MITx

Introduction to Statistical Learning (Book)

Python

Python for Data Science and Machine Learning Bootcamp – Udemy

Complete Python Bootcamp: Go from Zero to Hero in Python 3 – Udemy

Computational Thinking using Python XSeries – MITx

Data Science

Data Science A-Z – Udemy

DataCamp

IBM Data Science Professional Certificate – Coursera

Machine Learning

Machine Learning by Andrew Ng – Coursera

Machine Learning With Python: From Linear Models to Deep Learning – MITx

Introduction to Machine Learning for Coders – fast.ai

The Hundred-Page Machine Learning Book by Andriy Burkov (Book)

Hands-on Machine Learning with Scikit-learn, Keras, TensorFlow (Book)

Deep Learning

Deep Learning Specialization by Andrew Ng – Coursera

Practical Deep Learning for Coders – fast.ai

Deep Learning by Ian Goodfellow (Book)