Phu Xuan University Library

Digital library

Textbooks, references and open learning resources.

The Shallow and the Deep: A biased introduction to neural networks and old school machine learning

External

The Shallow and the Deep: A biased introduction to neural networks and old school machine learning

Michael Biehl · University of Groningen Press · 2023

The Shallow and the Deep is a collection of lecture notes that offers an accessible introduction to neural networks and machine learning in general. However, it was clear from the beginning that these notes would not be able to cover this rapidly changing and growing field in its entirety. The focus lies on classical machine learning techniques, with a bias towards classification and regression. Other learning paradigms and many recent developments in, for instance, Deep Learning are not addressed or only briefly touched upon. Biehl argues that having a solid knowledge of the foundations of the field is essential, especially for anyone who wants to explore the world of machine learning with an ambition that goes beyond the application of some software package to some data set. Therefore, The Shallow and the Deep places emphasis on fundamental concepts and theoretical background. This also involves delving into the history and pre-history of neural networks, where the foundations for most of the recent developments were laid. These notes aim to demystify machine learning and neural networks without losing the appreciation for their impressive power and versatility.

CC BY-NC-SAComputer Science 0 views
Database Design

External

Database Design

Adrienne Watt · BCcampus · 2014

This second edition of Database Design book covers the concepts used in database systems and the database design process. Topics include: The history of databases Characteristics and benefits of databases Data models Data modelling Classification of database management systems Integrity rules and constraints Functional dependencies Normalization Database development process New to this edition are more examples, highlighted and defined key terms, both throughout and at the end of each chapter, and end-of-chapter review exercises. Two new chapters have been added on SQL, along with appendices that include a data model example, sample ERD exercises and SQL lab with solutions.

CC BYComputer ScienceDatabases 0 views
Squeak by Example

External

Squeak by Example

Andrew P. Black, Stéphane Ducasse, Oscar Nierstrasz, Damien Pollet · LibreTexts

In the contents: 11.01: The History of Morphic

CC BY-SAComputer ScienceEngineering 0 views
INT 2080: The Missing Link - An Introduction to Web Development (Mendez)

External

INT 2080: The Missing Link - An Introduction to Web Development (Mendez)

Kunle Elebute · Prince George's Community College

In the contents: 1.01: Brief History of the Internet

Engineering 0 views
The Missing Link - An Introduction to Web Development

External

The Missing Link - An Introduction to Web Development

Michael Mendez · SUNY Fredonia

In the contents: 1.01: Brief History of the Internet

Computer ScienceEngineering 0 views
CISC 302: Computer Familiarization

External

CISC 302: Computer Familiarization

Marjorie Duffy · Cosumnes River College

In the contents: 2.8.04: Bookmarks and Internet History · 2.15: Avast Academy How to Clear Your Browser History

Workforce 0 views
CPSI10003 Microcomputer Applications 1 - Part 2: Microsoft Word

External

CPSI10003 Microcomputer Applications 1 - Part 2: Microsoft Word

LueCrecy Ragan · Arkansas State University-Beebe

In the contents: 3.1.06: Versions and Version History

CC BY-NC-SAWorkforce 0 views
Introduction to Computer Applications and Concepts (Lumen)

External

Introduction to Computer Applications and Concepts (Lumen)

LibreTexts

In the contents: 5.10: Video- History of the Internet

CC BYInformation TechnologyWorkforce 0 views
Applied Event-Related Potential Data Analysis

External

Applied Event-Related Potential Data Analysis

Steven J Luck · University of California, Davis

In the contents: 11.07: Exercise- EEG.history and eegh

CC BYPsychologySocial Sciences 0 views
Workplace Software and Skills

External

Workplace Software and Skills

OpenStax · LibreTexts

In the contents: 3.09: Versions and Version History

CC BYInformation TechnologyWorkforce 0 views
Web Site Design

External

Web Site Design

LibreTexts

In the contents: 1.01: Internet History and Usage

Engineering 0 views
Introduction to Information Systems

External

Introduction to Information Systems

David T. Bourgeois · Biola University

In the contents: 5.02: History Lesson

CC BY-SAEngineering 0 views
CPSI10003 Microcomputer Applications I

External

CPSI10003 Microcomputer Applications I

LueCrecy Ragan & Michael Hostetler · Arkansas State University-Beebe

In the contents: 6.1.06: Versions and Version History

Workforce 0 views
Computer Fundamentals for Technical Students

External

Computer Fundamentals for Technical Students

Nick Heisserer · Central Lakes College

In the contents: 5.4: Bookmarks and Internet History

CC BYInformation TechnologyWorkforce 0 views
Computational Biology - Genomes, Networks, and Evolution

External

Computational Biology - Genomes, Networks, and Evolution

Manolis Kellis et al. · Massachusetts Institute of Technology

In the contents: 28: Population History

CC BY-NC-SAComputational BiologyBiology 0 views
Introduction to Computers in Agriculture (C-ID AG-AB 108 108)

External

Introduction to Computers in Agriculture (C-ID AG-AB 108 108)

Peter Maokosy · Coalinga College

In the contents: 5.2.01: Brief History of the Internet

CC BY-NC-SAWorkforce 0 views
The Data Renaissance

External

The Data Renaissance

J.J. Sylvia IV · Fitchburg State University

In the contents: 10.03: A Brief History · 15.03: Version History

CC BY-NC-SAArtificial IntelligenceEngineering 0 views
Computer Concepts

External

Computer Concepts

Gabrielle Brixey · Coalinga College

In the contents: 4.1.04: History of the Internet · 5.1.10: Sidebar- The History of Copyright Law

CC BY-NC-SAWorkforce 0 views
Pharo by Example 5.0

External

Pharo by Example 5.0

Ducasse, Zagidulin, Hess, and Chloupis · LibreTexts

In the contents: 13.01: The History of Morphic

CC BY-SAComputer ScienceEngineering 0 views