Here are 29 resources, mostly in the form of tutorials, covering most important topics in data science: This resource is part of a series on specific topics related to data science: regression, clustering, neural networks, deep learning, Hadoop, decision trees, ensembles, correlation, outliers, regression, Python, R, Tensorflow, SVM, data reduction, feature selection, experimental design, time series, cross-validation, model fitting, dataviz, AI and many more. To keep receiving these articles, sign up on DSC.

Comprehensive Repository of Data Science and ML Resources

This list is broken down in sub-categories.

1. Algorithms

• 14 Great Articles and Tutorials on Clustering 
• 22 Great Articles and Tutorials on Classification Methods
• 13 Great Articles and Tutorials about Correlation 
• 26 Great Articles and Tutorials about Regression Analysis 
• 15 Great Articles About Decision Trees 
• 27 Great Resources About Logistic Regression 
• 18 Great Articles About Predictive Analytics
• 13 Great Articles About K-Nearest-Neighbors And Related Algorithms

2. General

• 19 Controversial Articles about Data Science
• 100+ Statistical Concepts Explained in Simple English
• Data Science and Machine Learning: Great List of Resources
• 10 Great Articles about Stochastic Processes and Related Topics
• 14 Timeless Reference Books
• A Plethora of Data Set Repositories 
• Top 30 Data Science Articles of the Year
• 15 Amazing Infographics and Other Visual Tutorials 
• 16 Data Science Repositories 
• 12 Interesting Reads for Math Geeks 
• Reading List for Data Scientists 
• 13 Great Articles from AnalyticBridge 
• 12 Great Articles from Big Data News 

3. Languages and Platforms

• Four Great Pictures Illustrating Machine Learning Concepts 
• 11 Great Hadoop, Spark and Map-Reduce Articles
• 20 Cheat Sheets: Python, ML, Data Science, R, and More 
• 25 Great Articles About SQL and NoSQL
• 19 Interesting Articles About Excel 
• 7 Great Articles About TensorFlow
• Programming Languages for Data Science and ML - With Source Code Illustrations

4. Techniques

• 15 Great Articles about Bayesian Methods and Networks
• 31 Statistical Concepts Explained in Simple English - Part 9
• Tutorial: Statistical Tests of Hypothesis
• 22 Great Articles About Neural Networks
• 10 Articles and Tutorials about Outliers 
• 21 Great Articles and Tutorials on Time Series 
• 15 Deep Learning Tutorials 
• 15 Timeless Data Science Articles 
• 20 Great Articles about AI 
• 11 Great Articles About Natural Language Processing (NLP) 
• Six Great Articles About Quantum Computing and HPC 
• 22 Great Articles About Statistics - For Data Scientists
• 27 Great Articles About Machine Learning Algorithms
• 17 Cool Problems with a Statistical Flavor
• 16 Great IoT Articles Published in 2016 
• What is Data Science? 24 Fundamental Articles Answering This Question 
• 12 Great Curated Blogs About Data Science 
• Misuses of Statistics: Examples and Solutions 

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