/Data-Science-Curriculum

Data Science Curriculum for the non-technical

Data Science Curriculum

Introduction to Data Science

  • Data Science A-Z: Real-Life Data Science Exercise – Udemy
  • An Introduction to Statistical Learning – eBook
  • The Elements of Statistical Learning – eBook

Statistics

  • Statistical Thinking for Data Science and Analytics – edX
  • Fundamentals of Statistics – MITx 18.650x
  • Intro to Descriptive Statistics – Udacity
  • Intro to Inferential Statistics – Udacity

Probability

  • Probability – The Science of Uncertainty and Data – MITx: 6.431x

Calculus

  • Multivariable Calculus – Khan academy
  • Mathematics for Machine Learning: Multivariate Calculus – Coursera

Linear Algebra

  • Linear Algebra – Khan academy
  • Essence of Linear Algebra – 3Blue1Brown
  • Mathematics for Machine Learning: Linear Algebra – Coursera
  • Linear Algebra – MIT 18.06

Python

  • Complete Python Bootcamp: Go from Zero to Hero in Python – Udemy
  • Introduction to Computer Science and Programming Using Python – MITx: 6.00.1x
  • Introduction to Computation Thinking and Data Science – MITx: 6.00.2x

Tableau

  • Tableau 10 A-Z – Udemy

Machine Learning

  • Machine Learning A-Z: Hands-On Python & R in Data Science – Udemy
  • Machine Learning with Python: From Linear Models to Deep Learning – MITx 6.86x
  • Machine Learning by Stanford University – Coursera
  • Introduction to Machine Learning for Coders – fast.ai
  • Hands-On Machine Learning with Scikit-Learn & TensorFlow – eBook

Deep Learning

  • Deeplearning.ai – Coursera
  • Practical Deep Learning for Coders – fast.ai
  • Deep Learning by Ian Goodfellow et al. – eBook

Artificial Intelligence

  • Introduction to Computer Vision by Georgia Institute of Technology – Udacity
  • Convolutional Neural Networks for Visual Recognition – Stanford CS231n
  • Natural Language Processing with Deep Learning – Stanford CS224n

SQL

  • SQL for Data Analyst - Udacity

Big Data

  • Intro to Hadoop and MapReduce - Udacity
  • The Ultimate Hands-On Hadoop - Tame your Big Data - Udemy

GitHub

  • Code School: Git Real - PluralSight