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Artificial intelligence in the electric power industry

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ai's Introduction

AI

Искусственный интеллект в электроэнергетике

Лабораторная работа №1

AI-LR1-Gruzdov источник data breast_cancer.csv

Метод k-ближайших соседей.
Логистическая рергессия.

Лабораторная работа №2

AI-LR2-Gruzdov источник data spam.csv

Наивный байесовский классификатор.
Метод опорных векторов.

Лабораторная работа №3

AI-LR3-Gruzdov источник data income.csv

Решающее дерево.
Композиции решающих деревьев.
Многослойный перцептрон.

Лабораторная работа №4

AI-LR4-Gruzdov источник data AEP_hourly.csv

Глубокое обучение для прогнозирования временного ряда.

Курсовой проект

AI-KP-Gruzdov источник data household_power_consumption.txt

Исследование применения нейронных сетей резервуарного типа к прогнозированию временных рядов
Cравнение эффективности сети ESN и рекуррентной сети LSTM.

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