Digest of articles on data analysis and big data

I often read Habr and noticed that recently there have been news digests on many topics, such as web development in php, development in Python, mobile applications, but I haven’t met a single compilation on the popular trend now, namely data analysis and big data.

Below, I decided to collect a small selection of materials on this topic. Since There are not so many materials in Russian, mostly English-language articles have appeared in this digest.

Who are interested in this topic, please roll up. And also I am waiting for comments, suggestions and additions, I will be very happy to receive feedback.
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Theory

• Algorithm Ranking and NFL (Part 1)
• Data Warehouse Architecture
• How to start studying data analysis
• What an analyst should know about floating-point calculations
• How to detect false correlations and find the right ones
• An example of using Map-Reduce on real data

Books

• More than 100 books on the analysis and visualization of "big data"

Practice using different tools

• The implementation of high-precision neural network in Python
• Using AQL to analyze Twitter
• Reading and Writing Redis Using Go
• Hive vs Pig. Why do I have so many ETL?
• Excellent plot.ly features

Educational videos

• NoSQLMap - automation of use of NoSQL
• Selection of webinars for data analysts

Various related articles

• Automatic detection of criminal sites using clustering methods
• Mini study: 4 functional analysis teams
• 50 model companies using “big data”
• Is it possible to build artificial supermind without full copying of the human brain
• The potential of "big data" to explore the universe
• 6 professional categories by data
• 66 questions for an interview with a data analyst
• What is predictive analytics?
• Can we think of a better R-square metric?
• Statistics history
• Selection of articles on SQL, BI, data analysis and visualization
• Analysts need big data, but they don't need analysts
• 50 new tools for analyzing and visualizing data