Copied Mechanistic Data Science for STEM Education and Applications
Mechanistic Data Science for STEM Education and Applications
This book introduces Mechanistic Data Science (MDS) as a structured methodology for combining data science tools with mathematical scientific principles (i.e., mechanistic principles) to solve intractable problems. Traditional data science methodologies require copious quantities of data to show a reliable pattern, but the amount of required data can be greatly reduced by considering the mathematical science principles. MDS is presented here in six easy-to-follow modules: 1) Multimodal data generation and collection, 2) extraction of mechanistic features, 3) knowledge-driven dimension reduction, 4) reduced order surrogate models, 5) deep learning for regression and classification, and 6) system and design. These data science and mechanistic analysis steps are presented in an intuitive manner that emphasizes practical concepts for solving engineering problems as well as real-life problems. This book is written in a spectral style and is ideal as an entry leveltextbook for engineering and data science undergraduate and graduate students, practicing scientists and engineers, as well as STEM (Science, Technology, Engineering, Mathematics) high school students and teachers.
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
|
|
$44.99 | $44.99 |
|
$44.99 | See Site | In stock | Visit Store |
Reviews
Questions & Answers
Wissenschaftliche Verffentlichungen aus dem Siemens-Konzern
$59.99
Chiral Soliton Models for Baryons
$39.99
My Books Summer Grade 5 Fiction/Nonfiction 6-Book Pack
$34.95
Physikalische Metallkunde
$59.99
Seventh International Visual Field Symposium, Amsterdam, September 1986
$329.99
Mechanisms of Molecular Carcinogenesis Volume 1
$169.99
100 Task Cards in a Box: Literary Text
$23.99
Networked Governance
$119.99
Internationalisierung von Start-ups
$17.99
Content and Consciousness Revisited
$39.99
Principles of Distributed Systems
$39.99
Mnnlichkeit, Ethnizitt und Jugend
$59.99
Computational Modeling and Problem Solving in the Networked World
$129.00
Intelligent Decision Aiding Systems Based on Multiple Criteria for Financial Engineering
$109.99
ngenmessungen
$69.99
International Conflict over Water Resources in Himalayan Asia
$39.99
Human-Centered Design, Operation and Evaluation of Mobile Communications
$74.99
Menschliches Handeln und Sozialstruktur
$64.99
Quantum Bullsh*t- How to Ruin Your Life with Advice from Quantum Physics by Chris Ferrie
$17.99
Leistung und Vermarktung unterschiedlicher Formen der Unternehmensberatung
$69.99
Evaluation of Long Range Atmospheric Transport Models Using Environmental Radioactivity Data from th
$329.99
Agent Supported Cooperative Work
$169.99
Grundzge der Volkswirtschaftslehre
$59.99
Klimawandel im Kopf
$54.99
Learn Data Mining Through Excel
$39.99
Viruses, Genes, and Cancer
$179.99
Supercharging of Internal Combustion Engines
$74.99
Lectures on Photomorphogenesis
$54.99
Erwerbschancen von Bachelor- und Master-Absolventen in der Wirtschaft
$74.99
Quantum Transport in Submicron Devices
$109.99
Die Arzneimittel der Organischen Chemie
$84.99
Hydrogen Deficient Stars and Related Objects
$39.99
Biotechnology: Bridging Research and Applications
$169.00
Reichsprsident und parlamentarische Kabinettsregierung
$44.99
The AutoCAD Reference Guide
$109.99
Hndigkeitsgerechte Gestaltung der Mensch-Maschine-Schnittstelle
$69.99
Finite and Boundary Element Tearing and Interconnecting Solvers for Multiscale Problems
$109.99
Spektrochemische Grundlagen der Analyse von Gemischen aus Kohlenmonoxyd, Wasserstoff und Stickstoff
$54.99
Summer Stay-on-Track Pack Between Grades 4 and 5
$9.99
Bewertung von Wertstrmen
$89.99
