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

Mathematical Foundations of Data Science

Mathematical Foundations of Data Science

Brand
Springer Nature
Manufacturer
N/A
Part Number
0
GTIN
9783031190735
Condition
New
Product Description

This textbook aims to point out the most important principles of data analysis from the mathematical point of view. Specifically, it selected these questions for exploring: Which are the principles necessary to understand the implications of an application, and which are necessary to understand the conditions for the success of methods used? Theory is presented only to the degree necessary to apply it properly, striving for the balance between excessive complexity and oversimplification. Its primary focus is on principles crucial for application success. Topics and features: Focuses on approaches supported by mathematical arguments, rather than sole computing experiences Investigates conditions under which numerical algorithms used in data science operate, and what performance can be expected from them Considers key data science problems: problem formulation including optimality measure; learning and generalization in relationships to training set size and number of free parameters; and convergence of numerical algorithms Examines original mathematical disciplines (statistics, numerical mathematics, system theory) as they are specifically relevant to a given problem Addresses the trade-off between model size and volume of data available for its identification and its consequences for model parametrization Investigates the mathematical principles involves with natural language processing and computer vision Keeps subject coverage intentionally compact, focusing on key issues of each topic to encourage full comprehension of the entire book Although this core textbook aims directly at students of computer science and/or data science, it will be of real appeal, too, to researchers in the field who want to gain a proper understanding of the mathematical foundations beyond the sole computing experience.

Available Colors
Available Sizes
1 Offer Price Range: $64.99 - $64.99
BEST PRICE

Single Product Purchase

$64.99
@ 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
$64.99 $64.99

$64.99
See Site In stock Visit Store

Similar Products

State Responses to Nuclear Proliferation

$139.99

Electronic Packaging for High Reliability, Low Cost Electronics

$169.99

Groundwater Law and Management in India

$169.99

Analog Circuits and Systems Optimization based on Evolutionary Computation Techniques

$84.99

Human-Centered Agriculture

$199.99

Bilder der Moderne

$64.99

Ex-treme Identities and Transitions Out of Extraordinary Roles

$129.99

Natural Processes and Human Impacts

$169.99

Cell Polarity and Subcellular RNA Localization

$219.99

Symbol and Interpretation

$54.99

Aufgaben und Lsungen zur Hheren Mathematik 2

$39.99

Nuclear Pion Photoproduction

$39.99

Case-Based Gynecological Oncology

$159.99

Evaluating Emotions

$54.99

Human Rights and Literature

$55.00

Vorratsdatenspeicherung

$74.99

Lust in Beziehung

$79.99

Fifth Conference on Optimization Techniques. Rome 1973

$39.99

Quantum Transport in Semiconductor Submicron Structures

$219.99

Lectures on Several Complex Variables

$69.99

Atlas of Gynecologic Oncology Imaging

$219.99

Thermodynamics of Crystalline States

$84.99

From CSCW to Web 2.0: European Developments in Collaborative Design

$84.99

Phenomenology of the Winter-City

$109.99

Patterns of Christological Categorisation

$159.99

Database Systems for Advanced Applications

$159.99

Konjunktur und Staat

$59.99

Hhere technische Mechanik

$54.99

Coloproctology

$99.99

On the Uses of the Fantastic in Modern Theatre

$54.99

Arzt im Purpur

$54.99

One Medicine

$109.99

Endovascular Interventional Neuroradiology

$109.00

Operations Research and Economic Theory

$109.99

Werteorientierte Unternehmensfhrung

$69.99

The Behavior of Structures Composed of Composite Materials

$99.00

Insolvenzrecht

$34.99

Molecular Mechanisms for Repair of DNA

$109.99

Intelligent Decision Technologies 2017

$169.99

Philosophy of Technology

$169.99