Avi Kak's Open-Source Projects

In our business, if you do not know how to implement an algorithm in some programming language, you are only blowing hot air.

To fully comprehend an algorithm --- its power and its limitations --- you have no choice but to program it yourself in some language. Those who try to understand algorithms on the basis of other people's implementations are often handicapped by the limitations of their own understanding of the ideas involved.
Projects
1.   Algorithm::KMeans --- A Perl Module for Clustering Multidimensional
  Numerical Data 		Version 2.05 Version Released:
December 11, 2014
2.   ICP --- A Python Module for Aligning a Photo with a Database Image of
  the Same Scene 		Version 2.1.1 Version Released:
November 25, 2017
3.   BitVector --- A Pure-Python Memory-Efficient Packed Representation for
  Bit Arrays 		Version 3.5.0 Version Released:
May 30, 2021
4.   Algorithm::DecisionTree --- A Perl Module for decision-tree based
  classification of multidimensional data 		Version 3.43 Version Released:
June 23, 2017
5.   BitArray2D --- A Python Module for a Memory-Efficient Packed Representation
  for 2D Bit Arrays   		Version 2.1 Version Released:
March 22, 2011
6.   DecisionTree --- A Python Module for decision-tree based classification
  of multidimensional data 		Version 3.4.3 Version Released:
May 14, 2016
7.   Algorithm::VSM --- A Perl Module for Constructing a Vector Space Model
  (VSM) or a Latent Semantic Analysis Model (LSA) of a Software Library
  and for Using This Model for Efficient Retrieval of Files in Response
  to Search Words 		Version 1.70 Version Released:
December 16, 2015
8.   Algorithm::ExpectationMaximization --- A Perl Module for Clustering
  Numerical Multidimensional Data with the Expectation Maximization
  Algorithm 		Version 1.22 Version Released:
December 11, 2014
9.   Algorithm::TicketClusterer --- A Perl Module for Retrieving Excel-Stored Past
  Tickets that are Most Similar to a New Ticket   (Tickets are commonly used in software
   services industry and customer support businesses to record requests for service, product complaints, user
   feedback, and so on.) 		Version 1.01 Version Released:
November 15, 2014
10.   Watershed --- A Python Module for Automatic and Interactive Image
  Segmentation 		Version 2.2.2 Version Released:
October 5, 2020
11.   PartialLeastSquares --- A Python Module for Making Multidimensional
  Predictions from Multidimensional Observations 		Version 1.0.4 Version Released:
October 3, 2020
12.   Algorithm::RandomPointGenerator --- A Perl Module for Generating a Set of
  Random Points in a 2D Plane According to a User-Specified 2D Histogram 		Version 1.01 Version Released:
August 15, 2014
13.   Algorithm::LinearManifoldDataClusterer --- A Perl Module for Clustering
  Data That Resides on a Low-Dimensional Manifold in a High-Dimensional
  Measurement Space 		Version 1.01 Version Released:
January 9, 2015
14.   Algorithm::BitVector --- A Perl Module for memory efficient packed
  representation of bit vectors, and for logical and arithmetic operations on
  such vectors 		Version 1.26 Version Released:
January 15, 2018
15.   NonlinearLeastSquares --- A Python Module for solving optimization
  problems with nonlinear least-squares algorithms (Gradient-Descent and
  Levenberg-Marquardt) 		Version 2.0.2 Version Released:
June 14, 2023
16.   LocalitySensitiveHashing --- A Python implementation of Locality Sensitive
  Hashing for finding nearest neighbors and clusters in multidimensional
  numerical data 		Version 1.0.1 Version Released:
May 25, 2017
17.   CeroCoinClient --- A Python based educational platform for learning and
  teaching the basic concepts of crypto currenciies 		Version 2.0.1 Version Released:
March 24, 2018
18.   RegionProposalGenerator --- A Python based educational platform for
  experimenting with the logic used for constructing region proposals for
  object detection frameworks. 		Version 2.0.8 Version Released:
April 16, 2022 






















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