pa1kmr95 / 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