ela veezha poonchira with english subtitles new Downloads

Software Applications

GeneXproTools 5.0 GeneXproTools is a software package for different types of data modeling. It's an application not only for specialists in any field but also for everyone, as no knowledge of statistics, mathematics, machine learning or programming is necessary. GeneXproTools modeling frameworks include Function Finding (Nonlinear Regression), Classification, Logistic Regression, Time Series Prediction and Logic Synthesis.

And if you're only interested in learning about Gene Expression Programming in particular and Evolutionary Computation in general, GeneXproTools is also the right tool because the Demo is free and fully functional for a wide set of well-known real-world problems. Indeed, GeneXproTools lets you experiment with a lot of settings and see immediately how a particular setting affects evolution. For example, you can change the population size, the genetic operators, the fitness function, the chromosome architecture (program size, number of genes and linking function), the function set (about 300 built-in functions to choose from), the learning algorithm, the random numerical constants, the type of rounding threshold, experiment with parsimony pressure and variable pressure, explore different modeling platforms, change the model structure, simplify the evolved models, explore neutrality by adding neutral genes, create your own fitness functions, design your own mathematical/logical functions and then evolve models with them, and even create your own grammars to generate code automatically from GEP code in your favorite programming languages, and so on.

 

Open Source Libraries

GEP4J GEP for Java Project.

Launched September 2010 by Jason Thomas, the GEP4J project is an open-source implementation of Gene Expression Programming in Java. From the project summary: "This project is in the early phases, but you can already do useful things such as evolving decision trees (nominal, numeric, or mixed attributes) with ADF's (automatically defined functions), and evolve functions." GEP4J is available from Google Project Hosting: https://code.google.com/p/gep4j/.


PyGEP Gene Expression Programming for Python.

PyGEP is maintained by Ryan O'Neil, a graduate student from George Mason University. In his words, "PyGEP is a simple library suitable for academic study of Gene Expression Programming in Python 2.5, aiming for ease of use and rapid implementation. It provides standard multigenic chromosomes; a population class using elitism and fitness scaling for selection; mutation, crossover and transposition operators; and some standard GEP functions and linkers." PyGEP is hosted at https://code.google.com/p/pygep/.


JGEP Java GEP toolkit.

Matthew Sottile released into the open source community a Java Gene Expression Programming toolkit. In his words, "My hope is that this toolkit can be used to rapidly build prototype codes that use GEP, which can then be written in a language such as C or Fortran for real speed. I decided to release it as an open source project to hopefully get others interested in contributing code and improving things." jGEP is hosted at Sourceforge: https://sourceforge.net/projects/jgep/.

 

Executables

All the executables from the Suite of Problems. The files aren't compressed and can be run from the command prompt without parameters. (These executables are old and have only historical interest, as they were created to show what Gene Expression Programming could do before the publication of the algorithm.)

Symbolic regression with x4+x3+x2+x
    x4x3x2x-01.exe

Sequence induction with 5j4+4j3+3j2+2j+1
    SeqInd-01.exe

Pythagorean theorem
    Pyth-01.exe

Block stacking
    Stacking-01.exe

Boolean 6-multiplexer
    Multiplexer6-01.exe

Boolean 11-multiplexer
    Multiplexer11-01.exe

GP rule
    GP_rule-01.exe

Symbolic regression with complete evolutionary history
    SymbRegHistory.exe

Sequence induction with complete evolutionary history
    SeqIndHistory.exe

 


Ela Veezha Poonchira With English Subtitles New Link

Riya pressed the pendant to her chest that afternoon and felt the city loosen its hold. A small truth arranged itself inside her like a neat row of books: some griefs cannot be thrown away; some memories need a place to rest. The hill did not make them disappear. It simply kept them safe.

Riya grew up on those whispers. As a child she would climb the rocky path with bare feet and count the bruised sky until the sun sank. Now twenty-six, she returned after years in the city, carrying a thin suitcase and an ache she could not name. Her grandmother’s house smelled of cardamom and rain; the small courtyard held the same cracked pot where jasmine still climbed. The village moved like a memory around her — the toddy shop on the corner, the school with its sloping roof, the banyan whose roots had swallowed more than one scooter.

The hill was called Ela Veezha Poonchira — “the pond where leaves never sink” — though there was no pond anyone could find. Villagers said the name came from an old tale, whispered between mango trees and during monsoon nights when the wind sang like an old woman knitting. ela veezha poonchira with english subtitles new

Seasons unfolded like folded letters. Riya learned to tend to the garden and to mend clothes, and to tell small, true stories to the children who came to her for sweets and tales. She taught them to look for the pondless pond: not a pool of water but the place where the village’s memory gathered — in bowls on the temple steps, in the old man’s songs, in the names sewn into a sari’s border.

And sometimes at night she would catch herself thinking of the city — its bright, unending hum — and of the man who had left. She no longer measured herself only by his absence. She measured herself by the rows of tomatoes, by the thickness of the turmeric paste she could grind, by the steadiness of her own hands when she stitched. Riya pressed the pendant to her chest that

Riya read the notebook under the thatch. The ink was neat and cropped small, as if the writer wanted to make room for more. There were lists — vegetables planted, guests hosted, names of children born — and then letters never sent. Some were to the sea, some to the man who left, some were apologies to friends she had hurt. Each ended with a sentence that repeated: The leaves do not sink.

He pointed to the stones. “A place keeps odds and ends. A thing that remembers for people who cannot.” It simply kept them safe

“Anju wrote to remember,” Kannan told Riya. “When she could not bear the forgetting, she wrote everything down. The hill kept the rest.”



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Last update: 23/July/2013
 
Candida Ferreira
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