摘要: Here a list of 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.

 


This list is broken down in sub-categories.

1. Algorithms

34 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

25 Search Queries Featuring Hundreds of Categorized Articles and Resources

19 Controversial Articles about Data Science

26 Statistical Concepts Explained in Simple English

Data Science and Machine Learning: Great List of Resources

11 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

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 19 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

轉貼自: Data Science Central

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