数据科学先修课要求
数学统计课:
Calculus One — Coursera
Linear Algebra - Foundations to Frontiers —Edx
Introduction to Linear Models and Matrix Algebra —Edx
Statistics with R Specialization — Coursera
Introduction to Probability and Data – Coursera
工具及数据库语言:
An Introduction to Interactive Programming in Python - Rice, Coursera
Introduction to Computer Science and Programming Using Python - MIT, edX
R Programming — Coursera
Excel to MySQL: Analytic Techniques for Business Specialization— Coursera
Managing Big Data with MySQL— Coursera
Data Visualization — Coursera
数据挖掘及算法:
Data Science Specialization - 10 courses —John Hopkins
University of Michigan Applied Data Science with Python Specialization – 5 courses - University of Michigan
Mining the Massive Datasets - Stanford, Coursera
Data Mining Specialization — Coursera
Machine Learning - Stanford, Coursera
Statistical Learning - Stanford, Stanford Online
Introduction to Computational Thinking and Data Science - MIT, edX