Computer engineering machine learning and neural networks : a computer engineering perspective / Yiran Chen, Hai Li, Huanrui Yang.

Format:

Book

Author/Creator:

Chen, Yiran, 1976- author.

Li, Hai, 1975- author.

Yang, Huanrui, author.

Series:

Engineering Series

Language:

English

Subjects (All):

Machine learning.

Neural networks (Computer science).

Computer engineering.

Physical Description:

1 online resource (xxiv, 312 pages) : illustrations (chiefly color)

Edition:

1st ed.

Other Title:

Computer engineering perspective

Place of Publication:

Cham : Springer, [2026]

Summary:

This is the first textbook focusing on practicality of machine learning (ML) and deep neural networks (DNN), by introducing methods that enable engineering applications of ML and DNN models.

Contents:

Introduction

Perceptron and back propagation

Image feature and 2d convolution

Convolutional neural network

Efficient neural architecture

Recurrent neural network and language models

Transfer learning

Generative adversarial network gan

Automl and neural architecture search

Distributed computing and federated learning

Summary.

Notes:

Includes bibliographical references.

Description based on publisher supplied metadata and other sources.

ISBN:

9783032209795

OCLC:

1602318760