Name: Machine Learning in Farm Animal Behavior Using Python (en Inglés)
Price: 166.69 USD
Availability: InStock
Author: Natasa Kleanthous; Abir Hussain
ISBN: 9781032628639

portada Machine Learning in Farm Animal Behavior Using Python (en Inglés)

Machine Learning in Farm Animal Behavior Using Python (en Inglés)

Formato

Libro Físico

Editorial

Crc Press

Autor

Natasa Kleanthous; Abir Hussain

Idioma

Inglés

N° páginas

394

Encuadernación

Tapa Dura

ISBN13

9781032628639

N° edición

Machine Learning in Farm Animal Behavior Using Python (en Inglés)

Natasa Kleanthous; Abir Hussain (Autor) · Crc Press · Tapa Dura

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Reseña del libro "Machine Learning in Farm Animal Behavior Using Python (en Inglés)"

This book is a comprehensive guide to applying machine learning to animal behavior analysis, focusing on activity recognition in farm animals. It begins by introducing key concepts of animal behavior and ethology, followed by an exploration of machine learning techniques, including supervised, unsupervised, semi-supervised, and reinforcement learning. The practical section covers essential steps like data collection, preprocessing, exploratory data analysis, feature extraction, model training, and evaluation, using Python.The book emphasizes the importance of high-quality data and discusses various sensors and annotation methods for effective data collection. It addresses key machine learning challenges such as generalization and data issues. Advanced topics include feature selection, model selection, hyperparameter tuning, and deep learning algorithms. Practical examples and Python implementations are provided throughout, offering hands-on experience for researchers, students, and professionals aiming to apply machine learning to animal behavior analysis.