Data Science & Hadoop Workflows at Scale With Scalding
What you'll learn This course teaches you how to use Scalding (a domain specific language) built on Scala and Cascading to build distributed applications on Hadoop. The course also focuses on the data science aspect using Algebird, an abstract algebra library for Scala, to solve real-world sketching/streaming problems on distributed systems. You will learn how to reason about a variety of problems
Monoids: Theme and Variations (Functional Pearl) Brent A. Yorgey University of Pennsylvania [email protected] Abstract The monoid is a humble algebraic structure, at ï¬rst glance even downright boring. However, there’s much more to monoids than me
Monoids: Theme and Variations (Functional Pearl) Brent A. Yorgey University of Pennsylvania [email protected] Abstract The monoid is a humble algebraic structure, at ï¬rst glance even downright boring. However, there’s much more to monoids than meets the eye. Using examples taken from the diagrams vector graphics framework as a case study, I demonstrate the power and beauty of monoids for libr
Monoidify! Monoids as a Design Principle for Efficient MapReduce Algorithms
It is well known that since the sort/shuffle stage in MapReduce is costly, local aggregation is one important principle to designing efficient algorithms. This short paper represents an attempt to more clearly articulate this design principle in terms of monoids, which generalizes the use of combiners and the in-mapper combining pattern.
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Scala and Algebird example in REPL
Twitter HyperLogLog monoids in Spark – SKIPPERKONGEN
GitHub - non/cats: Lightweight, modular, and extensible library for functional programming.
Aggregators: modeling data queries functionally
AliceInAggregatorLand.scala
Algebird : Abstract Algebra for big data analytics. Devoxx 2014
What is Twitter's interest in abstract algebra (with algebird)?
GitHub - typelevel/algebra: Experimental project to lay out basic algebra type classes
http://www.cs.virginia.edu/~son/cs851/papers/ucsb.sensys04.pdf
Algebird : Abstract Algebra for Big Data Analytics.
GitHub - stripe-archive/brushfire: Distributed decision tree ensemble learning in Scala
Coursera Engineering – Medium
Add ALL the things: Abstract Algebra and Distributed Data Processing
GitHub - avibryant/simmer: Reduce your data. A unix filter for algebird-powered aggregation.
Sam Ritchie
Add ALL the things: abstract algebra meets analytics - Strange Loop
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