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scalaformachinelearning.com

Scala for machine learning

A blog about Scala programming language and machine learning

http://www.scalaformachinelearning.com/

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Scala for machine learning | scalaformachinelearning.com Reviews
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A blog about Scala programming language and machine learning
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1 overview
2 introduction to hmm
3 evaluation
4 training
5 decoding
6 viterbi recursive implementation
7 delta
8 qstar
9 class
10 final
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overview,introduction to hmm,evaluation,training,decoding,viterbi recursive implementation,delta,qstar,class,final,protected,hmmstate,lambda,hmmlambda,maxiters,delta =,matrix,double,gett,getn,psi =,object,private,qstar =,array,fill,gett 0,update,index
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Scala for machine learning | scalaformachinelearning.com Reviews

https://scalaformachinelearning.com

A blog about Scala programming language and machine learning

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scalaformachinelearning.com scalaformachinelearning.com
1

Scala for machine learning: April 2014

http://www.scalaformachinelearning.com/2014_04_01_archive.html

Saturday, April 19, 2014. Genetic Algorithm I: Elements. This post is the first section on the implementation of Genetic algorithms in Scala: Basic components. The second part of the implementation of genetic algorithm in Scala introduces the concept and implementation of genetic operations (cross-over, mutation and selection) on a population of chromosomes. Genetic Algorithms II: Operators. Genetic Algorithms have been invented by John Holland. Chromosomes are strings of DNA. Is the first stage of repro...

2

Scala for machine learning: F-bounded Type Polymorphism

http://www.scalaformachinelearning.com/2015/03/f-bounded-type-polymorphism.html

Wednesday, March 4, 2015. This post introduces and describes the concept of bounded polymorphism using self-referential type constraint. Or Bounded Quantification Polymorphism. Is parametric type polymorphism that constrains the subtypes to themselves using bounds. Let's consider the following "classification" problem:. How can we guarantee that the SharpPencils. Bucket contains only sharp pencils, not small pencils or erasers? Trait sub-classed by as a bucket for sharp pencils, SharpPencils. This implem...

3

Scala for machine learning: Recursive Viterbi Algorithm for Hidden Markov Model

http://www.scalaformachinelearning.com/2015/04/recursive-viterbi-algorithm-for-hidden.html

Wednesday, April 15, 2015. Recursive Viterbi Algorithm for Hidden Markov Model. Description and implementation of the Viterbi algorithm for hidden Markov models using Scala. A significant number of algorithms used in machine learning relies on dynamic programming and hidden Markov model (HMM) is no exception. Scala tail elimination represents an excellent alternative to the traditional iterative implementation of the 3 canonical forms of the HMM. A HMM algorithm uses 3 key components. Given a sequence of...

4

Scala for machine learning: September 2014

http://www.scalaformachinelearning.com/2014_09_01_archive.html

Sunday, September 14, 2014. Mixin Constraint on Self-typed Methods. This post illustrates the appropriate use of self-type to restrict the composition of ( stackable. Traits (mixins) in relation to an existing class or trait. For the sake of readability of the implementation of algorithms, all non-essential code such as error checking, comments, exception, validation of class and method arguments, scoping qualifiers or import is omitted. Mixin constraint on self-type. On sub-types of SupervisedLearning.

5

Scala for machine learning: June 2014

http://www.scalaformachinelearning.com/2014_06_01_archive.html

Monday, June 23, 2014. Handling Scala Option Elegantly. This post reviews the different alternative mechanisms in Scala to handle errors. It also illustrates the applicability of the Option monad. The Option monad is a great tool for handling error, in Scala: developers do not have worry about NullPointerException. Or handling a typed exception as in Java and C . S sqrt: Incorrect argument $x. The most common to handle a Scala option is to unwrap it. Let's consider the function. This implementation is qu...

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