Breeze alternatives and similar packages
Based on the "Science and Data Analysis" category.
Alternatively, view Breeze alternatives based on common mentions on social networks and blogs.
-
PredictionIO
machine learning server for developers and data scientists. Built on Apache Spark, HBase and Spray -
Smile
Statistical Machine Intelligence and Learning Engine. Smile is a fast and comprehensive machine learning system. -
Spark Notebook
Scalable and stable Scala and Spark focused notebook bridging the gap between JVM and Data Scientists (incl. extendable, typesafe and reactive charts). -
Tensorflow_scala
TensorFlow API for the Scala Programming Language -
Figaro
Figaro is a probabilistic programming language that supports development of very rich probabilistic models. -
FACTORIE
A toolkit for deployable probabilistic modeling, implemented as a software library in Scala. -
Squants
The Scala API for Quantities, Units of Measure and Dimensional Analysis. -
ND4S
N-Dimensional arrays and linear algebra for Scala with an API similar to Numpy. ND4S is a scala wrapper around ND4J. -
Libra
Libra is a dimensional analysis library based on shapeless, spire and singleton-ops. It contains out of the box support for SI units for all numeric types. -
OpenMOLE
Workflow engine for exploration of simulation models using high performance computing -
Optimus * 96
Optimus is a library for Linear and Quadratic mathematical optimization written in Scala programming language. -
Clustering4Ever
Scala and Spark API to benchmark and analyse clustering algorithms on any vectorization you can generate -
rscala
The Scala interpreter is embedded in R and callbacks to R from the embedded interpreter are supported. Conversely, the R interpreter is embedded in Scala. -
Tyche
Probability distributions, stochastic & Markov processes, lattice walks, simple random sampling. A simple yet robust Scala library. -
MGO
Modular multi-objective evolutionary algorithm optimization library enforcing immutability. -
Rings
An efficient library for polynomial rings. Commutative algebra, polynomial GCDs, polynomial factorization and other sci things at a really high speed. -
SwiftLearner
Simply written algorithms to help study Machine Learning or write your own implementations.
Scout APM - Leading-edge performance monitoring starting at $39/month
* Code Quality Rankings and insights are calculated and provided by Lumnify.
They vary from L1 to L5 with "L5" being the highest. Visit our partner's website for more details.
Do you think we are missing an alternative of Breeze or a related project?
Popular Comparisons
README
Breeze 
Breeze is a library for numerical processing. It aims to be generic, clean, and powerful without sacrificing (much) efficiency.
The latest release is 1.1, which is cross-built against Scala 2.12 and 2.13.
Documentation
- https://github.com/scalanlp/breeze/wiki/Quickstart
- https://github.com/scalanlp/breeze/wiki/Linear-Algebra-Cheat-Sheet
- Scaladoc (Scaladoc is typically horribly out of date, and not a good way to learn Breeze.)
- There is also the scala-breeze google group for general questions and discussion.
Using Breeze
Building it yourself
This project can be built with SBT 1.2+
SBT
For SBT, add these lines to your SBT project definition:
libraryDependencies ++= Seq(
// Last stable release
"org.scalanlp" %% "breeze" % "1.1",
// Native libraries are not included by default. add this if you want them
// Native libraries greatly improve performance, but increase jar sizes.
// It also packages various blas implementations, which have licenses that may or may not
// be compatible with the Apache License. No GPL code, as best I know.
"org.scalanlp" %% "breeze-natives" % "1.1",
// The visualization library is distributed separately as well.
// It depends on LGPL code
"org.scalanlp" %% "breeze-viz" % "1.1"
)
For more details on the optional breeze-natives
module, please watch Sam Halliday's talk at Scala eXchange 2014 High Performance Linear Algebra in Scala (follow along with high-res slides).
Maven
Maven looks like this:
<dependency>
<groupId>org.scalanlp</groupId>
<artifactId>breeze_2.13</artifactId>
<version>1.1</version>
</dependency>
Other build tools
[http://mvnrepository.com/artifact/org.scalanlp/breeze_2.12/1.1] (as an example) is a great resource for finding other configuration examples for other build tools.
See documentation (linked above!) for more information on using Breeze.
History
Breeze is the merger of the ScalaNLP and Scalala projects, because one of the original maintainers is unable to continue development. The Scalala parts are largely rewritten.
(c) David Hall, 2009 -
Portions (c) Daniel Ramage, 2009 - 2011
Contributions from:
- Jason Zaugg (@retronym)
- Alexander Lehmann (@afwlehmann)
- Jonathan Merritt (@lancelet)
- Keith Stevens (@fozziethebeat)
- Jason Baldridge (@jasonbaldridge)
- Timothy Hunter (@tjhunter)
- Dave DeCaprio (@DaveDeCaprio)
- Daniel Duckworth (@duckworthd)
- Eric Christiansen (@emchristiansen)
- Marc Millstone (@splittingfield)
- Mérő László (@laci37)
- Alexey Noskov (@alno)
- Devon Bryant (@devonbryant)
- Kentaroh Takagaki (@ktakagaki)
- Sam Halliday (@fommil)
- Chris Stucchio (@stucchio)
- Xiangrui Meng (@mengxr)
- Gabriel Schubiner (@gabeos)
- Debasish Das (@debasish83)
- Julien Dumazert (@DumazertJulien)
- Matthias Langer (@bashimao)
- Mohamed Kafsi (@mou7)
- Max Thomas (@maxthomas)
- @qilab
- Weichen Xu (@WeichenXu123)
- Sergei Lebedev (@superbobry)
- Zac Blanco (@ZacBlanco)
Corporate (Code) Contributors:
- Semantic Machines (@semanticmachines)
- ContentSquare
- Big Data Analytics, Verizon Lab, Palo Alto
- crealytics GmbH, Berlin/Passau, Germany
And others (contact David Hall if you've contributed and aren't listed).
*Note that all licence references and agreements mentioned in the Breeze README section above
are relevant to that project's source code only.