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Giáo trình, tài liệu tham khảo và tài nguyên học tập mở.
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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.
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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.
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Squeak by Example
Andrew P. Black, Stéphane Ducasse, Oscar Nierstrasz, Damien Pollet · LibreTexts
Có trong mục lục: 11.01: The History of Morphic
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INT 2080: The Missing Link - An Introduction to Web Development (Mendez)
Kunle Elebute · Prince George's Community College
Có trong mục lục: 1.01: Brief History of the Internet
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The Missing Link - An Introduction to Web Development
Michael Mendez · SUNY Fredonia
Có trong mục lục: 1.01: Brief History of the Internet
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CISC 302: Computer Familiarization
Marjorie Duffy · Cosumnes River College
Có trong mục lục: 2.8.04: Bookmarks and Internet History · 2.15: Avast Academy How to Clear Your Browser History
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CPSI10003 Microcomputer Applications 1 - Part 2: Microsoft Word
LueCrecy Ragan · Arkansas State University-Beebe
Có trong mục lục: 3.1.06: Versions and Version History
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Introduction to Computer Applications and Concepts (Lumen)
LibreTexts
Có trong mục lục: 5.10: Video- History of the Internet
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Applied Event-Related Potential Data Analysis
Steven J Luck · University of California, Davis
Có trong mục lục: 11.07: Exercise- EEG.history and eegh
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Workplace Software and Skills
OpenStax · LibreTexts
Có trong mục lục: 3.09: Versions and Version History
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Web Site Design
LibreTexts
Có trong mục lục: 1.01: Internet History and Usage
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Introduction to Information Systems
David T. Bourgeois · Biola University
Có trong mục lục: 5.02: History Lesson
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CPSI10003 Microcomputer Applications I
LueCrecy Ragan & Michael Hostetler · Arkansas State University-Beebe
Có trong mục lục: 6.1.06: Versions and Version History
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Computer Fundamentals for Technical Students
Nick Heisserer · Central Lakes College
Có trong mục lục: 5.4: Bookmarks and Internet History
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Computational Biology - Genomes, Networks, and Evolution
Manolis Kellis et al. · Massachusetts Institute of Technology
Có trong mục lục: 28: Population History
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Introduction to Computers in Agriculture (C-ID AG-AB 108 108)
Peter Maokosy · Coalinga College
Có trong mục lục: 5.2.01: Brief History of the Internet
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The Data Renaissance
J.J. Sylvia IV · Fitchburg State University
Có trong mục lục: 10.03: A Brief History · 15.03: Version History
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Computer Concepts
Gabrielle Brixey · Coalinga College
Có trong mục lục: 4.1.04: History of the Internet · 5.1.10: Sidebar- The History of Copyright Law
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Pharo by Example 5.0
Ducasse, Zagidulin, Hess, and Chloupis · LibreTexts
Có trong mục lục: 13.01: The History of Morphic