Eduardo Valle evallesv

sepal_len	sepal_wid	petal_len	petal_wid	class
5.1	3.5	1.4	0.2	Iris-setosa
4.9	3.0	1.4	0.2	Iris-setosa
4.7	3.2	1.3	0.2	Iris-setosa
4.6	3.1	1.5	0.2	Iris-setosa
5.0	3.6	1.4	0.2	Iris-setosa
5.4	3.9	1.7	0.4	Iris-setosa
4.6	3.4	1.4	0.3	Iris-setosa
5.0	3.4	1.5	0.2	Iris-setosa
4.4	2.9	1.4	0.2	Iris-setosa

Okay, let's create an example of document text classification using Microsoft.ML.TorchSharp.

The Microsoft.ML.TorchSharp package provides deep learning capabilities within ML.NET, and one of the trainers that leverages this is the TextClassificationTrainer. This trainer is designed specifically for text classification tasks and uses deep learning models (like Bi-LSTM or Transformer variants, depending on the exact implementation details and versions) under the hood, powered by TorchSharp.

You don't explicitly write the TorchSharp model code yourself when using this trainer; ML.NET handles the model definition and training loop internally using the TorchSharp backend.

Prerequisites:

Install .NET 6 or later SDK.
Create a new .NET Console Application project.

	Index,User Id,First Name,Last Name,Sex,Email,Phone,Date of birth,Job Title
	1,5f10e9D33fC5f2b,Sara,Mcguire,Female,tsharp@example.net,(971)643-6089x9160,1921-08-17,"Editor, commissioning"
	2,751cD1cbF77e005,Alisha,Hebert,Male,vincentgarrett@example.net,+1-114-355-1841x78347,1969-06-28,Broadcast engineer
	3,DcEFDB2D2e62bF9,Gwendolyn,Sheppard,Male,mercadojonathan@example.com,9017807728,1915-09-25,Industrial buyer
	4,C88661E02EEDA9e,Kristine,Mccann,Female,lindsay55@example.com,+1-607-333-9911x59088,1978-07-27,Multimedia specialist
	5,fafF1aBDebaB2a6,Bobby,Pittman,Female,blevinsmorgan@example.com,3739847538,1989-11-17,Planning and development surveyor
	6,BdDb6C8Af309202,Calvin,Ramsey,Female,loretta85@example.com,001-314-829-5014x1792,2017-08-31,Therapeutic radiographer
	7,FCdfFf08196f633,Collin,Allison,Male,yvaughn@example.net,(314)591-7413,1979-11-21,Administrator
	8,356279dAa0F7CbD,Nicholas,Branch,Male,greerjimmy@example.net,+1-667-666-5867,2006-01-21,Fisheries officer
	9,F563CcbFBfEcf5a,Emma,Robinson,Female,charleshiggi

	# Variables de organización
	$orgName = "Empresa"
	$subjectName = "Nombre de Servidor o aplicación"
	$deptName = "Departamento de la organización"
	$location = "Ubicacion de la empresa"
	$country = "Pais de la empresa"
	$domains = "nombre-de-servidor", "nombre-de-servidor.empresa.local"
	$securePassword = "53cUr3P@ssw0rd!"

	$currentPath = Get-Location

	using System.Reflection;
	using System.Xml;

	//Nombre de la variable que quieras cambiar
	string xpath = "[configuration/userSettings]";
	string key= "[CONFIGURACION]";
	string value = "[VALORE ]";//valor

	public void function UpdateConfig (string xpath, string key, string value){
	XmlDocument xmlDoc = new XmlDocument();

	<!DOCTYPE html>
	<html lang="en">
	<head>
	<title>IPC Example</title>
	</head>
	<body>
	<h1>IPC Example</h1>
	<p>Open the developer tools to see the IPC in action.</p>
	<script>
	require('./renderer.js')

	#Having sqlite command line installed from https://sqlite.org/download.html
	sqlite3 destination.sqlite #open database
	ATTACH origin.sqlite as orig #attach the origin database
	.databases #see all databases
	.tables #see all tables
	BEGIN TRANSACTION
	INSERT INTO destTable SELECT * FROM orig.originTable;
	END TRANSACTION;

	using System;
	using System.Threading.Tasks;
	using Microsoft.Data.Sqlite;

	namespace DataTransfer
	{
	class datatransfer
	{
	static async Task Main(string[] args)
	{