Top 20 Scala Science and Data analysis Projects
BigDL: Distributed Deep Learning Framework for Apache SparkProject mention: Machine learning on JVM | reddit.com/r/scala | 2021-04-05
Intel BigDL for Spark which again is for Spark.
Breeze is a numerical processing library for Scala.Project mention: Machine learning on JVM | reddit.com/r/scala | 2021-04-05
I haven't checked in on this project in a long time, but Breeze is something akin to NumPy/SciPy.
Scout APM: A developer's best friend. Try free for 14-days. Scout APM uses tracing logic that ties bottlenecks to source code so you know the exact line of code causing performance issues and can get back to building a great product faster.
Abstract Algebra for ScalaProject mention: Symbolics.jl: A Modern Computer Algebra System for a Modern Language | news.ycombinator.com | 2021-03-05
Hey, I have... I'm a co-author of Algebird, which has many ideas that I'd pull over.
I'm hoping to introduce Clojure's "spec" or "schema" libraries so that the types at play can at least be inspectable inside the system. In a fully typed language, I'd implement the extensible generics as typeclasses.
I suspect it would make it quite a bit tougher (at least in the approach I'm imagining) for folks to write new generic functions, due to many type constructors...
On the other hand, the complexity is there, even if you don't write it down!
It would be a big project, and a worthy effort, to write down types for everything in SICM.
Powerful new number types and numeric abstractions for Scala.
TensorFlow API for the Scala Programming Language
The Scala API for Quantities, Units of Measure and Dimensional Analysis
Figaro Programming Language and Core Libraries (by p2t2)
Run Linux Software Faster and Safer than Linux with Unikernels.
FACTORIE is a toolkit for deployable probabilistic modeling, implemented as a software library in Scala. It provides its users with a succinct language for creating relational factor graphs, estimating parameters and performing inference.
ND4S: N-Dimensional Arrays for Scala. Scientific Computing a la Numpy. Based on ND4J.
Scientific computing with N-dimensional arrays
A dimensional analysis library based on dependent types
Workflow engine for exploration of simulation models using high throughput computing
Optimus is a mathematical programming library for Scala. (by vagmcs)
C4E, a JVM friendly library written in Scala for both local and distributed (Spark) Clustering.
Statistics utilities for the JVM - in Scala!
LoMRF is an open-source implementation of Markov Logic Networks
Purely functional genetic algorithms for multi-objective optimisation
Axle Domain Specific Language for Scientific Cloud Computing and Visualization
SwiftLearner: Scala machine learning library
Scala Units of Measure Types (by nestorpersist)
What are some of the best open-source Science and Data analysis projects in Scala? This list will help you:
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