Links: DS & ML
Posted on 22/10/2018, in Machine Learning, Data Science.Good links to read and save for data science and machine learning.
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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 AZ™: HandsOn Python & R In Data Science from AZ 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
 Indepth 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 StepByStep
 How do artificial neural networks work? (Quora)
Data Science
Many
 scikitlearn : 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 selflearning data science, it talks about data world instead. This book contains “indepth 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 zerocoding experience)
 Teach Yourself Data Science: the learning path I used to get an analytics job at Jet.com