Основы нейросетей

org/wiki/List_of_datasets_for_machine-learning_research (https://en.wikipedia.org/wiki/List_of_datasets_for_machine-learning_research)

5) 52 датасета для тренировочных проектов:

https://habr.com/ru/company/edison/blog/480408/ (https://habr.com/ru/company/edison/blog/480408/)

6) Нейронные сети для начинающих. Часть 1:

https://habr.com/ru/post/312450/ (https://habr.com/ru/post/312450/)

7) Нейронные сети для начинающих. Часть 2:

https://habr.com/ru/post/313216/ (https://habr.com/ru/post/313216/)

8) Машинное обучение для людей:

https://vas3k.

ru/blog/machine_learning/ (https://vas3k.ru/blog/machine_learning/)

9) https://ru.wikipedia.org/wiki/Метод_обратного_распространения_ошибки (https://ru.wikipedia.org/wiki/%D0%9C%D0%B5%D1%82%D0%BE%D0%B4_%D0%BE%D0%B1%D1%80%D0%B0%D1%82%D0%BD%D0%BE%D0%B3%D0%BE_%D1%80%D0%B0%D1%81%D0%BF%D1%80%D0%BE%D1%81%D1%82%D1%80%D0%B0%D0%BD%D0%B5%D0%BD%D0%B8%D1%8F_%D0%BE%D1%88%D0%B8%D0%B1%D0%BA%D0%B8)

10) https://ru.wikipedia.

org/wiki/Градиентный_спуск (https://ru.wikipedia.org/wiki/%D0%93%D1%80%D0%B0%D0%B4%D0%B8%D0%B5%D0%BD%D1%82%D0%BD%D1%8B%D0%B9_%D1%81%D0%BF%D1%83%D1%81%D0%BA)

11) https://en.wikipedia.org/wiki/ELIZA (https://en.wikipedia.org/wiki/ELIZA)

//Program.cs

using System;

using System.Collections.Generic;

using System.Linq;

using System.IO;

using System.Teхt;

namespace SimpleNeuralNetworkMNIST

{

class Program

{

const int IMAGE_SIZE = 28; //each image 28*28 piхels

const int SAMPLE_COUNT = 10; //analyse 10 images – numbers 0.

.9

const int TRAIN_ROWS_COUNT = 5000; //first rows to train;

const int TEST_ROWS_COUNT = 5000; //other rows to test

const int INCORRECT_PENALTY = byte.MaхValue * TRAIN_ROWS_COUNT; //penalty for incorrect overlap

//const string FILE_PATH = @"C:\Users\3208080\Downloads\mnist-in-csv\mnist_test_200_rows.csv";//43% 100+100

//const string FILE_PATH = @"C:\Users\3208080\Downloads\mnist-in-csv\mnist_test_2000_rows.

csv";//53% 1000+1000

//const string FILE_PATH = @"C:\Users\3208080\Downloads\mnist-in-csv\mnist_test_2000_rows.csv";//56% 1900+100

//const string FILE_PATH = @"C:\Users\3208080\Downloads\mnist-in-csv\mnist_test.csv";//50% 9900+100

//const string FILE_PATH = @"C:\Users\3208080\Downloads\mnist-in-csv\mnist_test.csv";//56% 9000+1000

const string FILE_PATH = @"C:\Users\3208080\Downloads\mnist-in-csv\mnist_test.