A gentle learning path toward computational social science (Medium)

A collection of online learning resources on Medium.

Statistics basic

Pradeep Menon’s “Data science simplification” series

• Data Science Simplified Part 1: Principles and Process
• Data Science Simplified Part 2: Key Concepts of Statistical Learning
• Data Science Simplified Part 3: Hypothesis Testing
• Data Science Simplified Part 4: Simple Linear Regression Models
• Data Science Simplified Part 5: Multivariate Regression Models

Machine learning basic

• KMeans Clustering for Classification
• A non-NLP application of Word2Vec

Learning path

• Definitive Data Science Learning Path: The author explained why he learned python + data science with Udemy after trying datacamp and udacity. He also recommended a good online course on Udemy Python for Data Science and Machine Learning Bootcamp.