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
A Plethora of Data Set Repositories
Top 30 Data Science Articles of the Year
15 Amazing Infographics and Other Visual Tutorials
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 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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