Compare Prices | Create Shopping Lists with Price Drop Alerts | Set Coupons, Promo Codes & Sales Alerts | Get Access to Exclusive Deals and Much More... All in One Place | Read all about it here

Information-Driven Machine Learning

Information-Driven Machine Learning

Brand
Springer Nature
Manufacturer
N/A
Part Number
0
GTIN
9783031394775
Condition
New
Product Description

This groundbreaking book transcends traditional machine learning approaches by introducing information measurement methodologies that revolutionize the field. Stemming from a UC Berkeley seminar on experimental design for machine learning tasks, these techniques aim to overcome the 'black box' approach of machine learning by reducing conjectures such as magic numbers (hyper-parameters) or model-type bias. Information-based machine learning enables data quality measurements, a priori task complexity estimations, and reproducible design of data science experiments. The benefits include significant size reduction, increased explainability, and enhanced resilience of models, all contributing to advancing the discipline's robustness and credibility. While bridging the gap between machine learning and disciplines such as physics, information theory, and computer engineering, this textbook maintains an accessible and comprehensive style, making complex topics digestible fora broad readership. Information-Driven Machine Learning explores the synergistic harmony among these disciplines to enhance our understanding of data science modeling. Instead of solely focusing on the "how," this text provides answers to the "why" questions that permeate the field, shedding light on the underlying principles of machine learning processes and their practical implications. By advocating for systematic methodologies grounded in fundamental principles, this book challenges industry practices that have often evolved from ideologic or profit-driven motivations. It addresses a range of topics, including deep learning, data drift, and MLOps, using fundamental principles such as entropy, capacity, and high dimensionality. Ideal for both academia and industry professionals, this textbook serves as a valuable tool for those seeking to deepen their understanding of data science as an engineering discipline. Its thought-provoking content stimulates intellectual curiosity and caters to readers who desire more than just code or ready-made formulas. The text invites readers to explore beyond conventional viewpoints, offering an alternative perspective that promotes a big-picture view for integrating theory with practice. Suitable for upper undergraduate or graduate-level courses, this book can also benefit practicing engineers and scientists in various disciplines by enhancing their understanding of modeling and improving data measurement effectively.

Available Colors
Available Sizes
1 Offer Price Range: $59.99 - $59.99
BEST PRICE

Single Product Purchase

$59.99
@ Link.springer.com     BUY Now

Price Comparison

Seller Contact Seller List Price On Sale Shipping Best Promo Final Price Volume Discount Financing Availability Seller's Page
BEST PRICE
1 Product Purchase
@ Link.springer.com
Contact Store Call Store Contact Support
$59.99 $59.99

$59.99
See Site In stock Visit Store

Similar Products

PLANETEN Wanderer im All

$19.99

The Redefinition of Conservatism

$129.00

Atmungswege und Lungen

$44.99

Statistical and Computational Techniques in Manufacturing

$109.99

Current Ornithology

$169.99

A Rossetti Family Chronology

$84.99

Brown Girl Dreaming by Jacqueline Woodson

$10.99

Re-reading B. S. Johnson

$54.99

Schne Stze der Mathematik

$19.99

CADCAM: Training and Education through the 80s

$54.99

China-ASEAN Environment Outlook 1 (CAEO-1)

$109.99

Religion, Womens Health Rights, and Sustainable Development in Zimbabwe: Volume 1

$139.00

Human Rights in Asia

$39.99

Low Carbon Urban Infrastructure Investment in Asian Cities

$54.99

Biogeography and Ecology in South America

$54.99

The Red Fox

$54.99

Chromosome Translocation

$139.99

Polish Essays in the Philosophy of the Natural Sciences

$219.99

Theorie und Messung

$59.99

Stellensuche und Karrierestrategie

$69.99

From the Act of Judging to the Sentence

$84.99

Verhandlungen des Hils-Solling-Forst-Vereins

$49.99

Subspace Methods for System Identification

$169.99

Robotic Sailing 2013

$129.00

Ethics and Cultural Policy in a Global Economy

$54.99

Language and Society in Post-Communist Europe

$39.99

Swasserflora von Mitteleuropa, Bd. 7 / Freshwater Flora of Central Europe, Vol. 7: Rhodophyta and

$199.99

Science Mapping of Digital Transformation in Business

$39.99

Directions in International Terrorism

$139.99

Famous Americans Text Set: Grade K

$255.00

Low-Pressure Synthetic Diamond

$109.99

Revisiting The Tempest

$54.99

The Economics of Human Rights

$69.99

Die Vier Erfolgsfaktoren Des Unternehmens

$69.99

Martin Walser

$19.99

Mathematics of the Weather

$119.99

Granular Neural Networks, Pattern Recognition and Bioinformatics

$119.00

A Diary of the Euro Crisis in Cyprus

$49.99

Searching Speech Databases

$39.99

Grundwerte am Einfeldbalken

$59.99