Good links to read and save for data science and machine learning.

Machine Learning

Many

• Statistical Learning Notes (Series)
• Machine Learning Tutorial for Beginners (Kaggle)
• eBooks Mathematics for Machine Learning by Marc Peter Deisenroth, A Aldo Faisal, and Cheng Soon Ong
• Machine Learning Crash course by Google (no certificate).
• Machine Learning by Andrew Ng on Coursera (my notes for this course)
• Machine Learning A-Z™: Hands-On Python & R In Data Science from A-Z on Udemy (my note for this course)
• Statistical Learning course by Stanford University (free, certificate, in R). One can find the python codes here or here.
• Blog Basic ML by Tiep Vu (in Vietnamese)
• Learn from ML experts at Google by Google
• Machine Learning Mastery by John Brownlee
• In-depth introduction to machine learning in 15 hours of expert videos
• (Book) Introduction to statistic learning James, Witten, Hastie and Tibshirani (with the course Statistical Learning above)
• (Book) Elements of Statistical Learning

Articles

• Your First Machine Learning Project in Python Step-By-Step
• How do artificial neural networks work? (Quora)

Data Science

Many

• scikit-learn : learn on kaggle
• Learn skills on kaggle (python, pandas, machine learning, data visualisation, sql, r, deep learning)
• Big data university, IBM cloud (expired April 6, 2019)
• The Data Science Handbook (free): This book is not for self-learning data science, it talks about data world instead. This book contains “in-depth interviews with 25 remarkable data scientists, where they share their insights, stories, and advice.”
• Data Scientist path on Dataquest. (see my notes for this path)
• Data Scientist path on OpenClassRoom (in french)
• CS109 Data Science by Harvard.
• Statistical Data Analysis in Python by Christopher Fonnesbeck.
• Probability & Statistics for Data Science (Series)
• No free hunch (Kaggle’s official blog).

• Towards Data Science: medium style, many intuitive posts on statistics and data science.

Articles

• My Journey to Data Science (For beginner with zero-coding experience)
• Teach Yourself Data Science: the learning path I used to get an analytics job at Jet.com