Computational learning theory

Concept class

In computational learning theory in mathematics, a concept over a domain X is a total Boolean function over X. A concept class is a class of concepts. Concept classes are a subject of computational learning theory. Concept class terminology frequently appears in model theory associated with probably approximately correct (PAC) learning. In this setting, if one takes a set Y as a set of (classifier output) labels, and X is a set of examples, the map , i.e. from examples to classifier labels (where and where c is a subset of X), c is then said to be a concept. A concept class is then a collection of such concepts. Given a class of concepts C, a subclass D is reachable if there exists a sample s such that D contains exactly those concepts in C that are extensions to s. Not every subclass is reachable. (Wikipedia).

Video thumbnail

Definition of a group Lesson 24

In this video we take our first look at the definition of a group. It is basically a set of elements and the operation defined on them. If this set of elements and the operation defined on them obey the properties of closure and associativity, and if one of the elements is the identity el

From playlist Abstract algebra

Video thumbnail

301.2 Definition of a Group

A group is (in a sense) the simplest structure in which we can do the familiar tasks associated with "algebra." First, in this video, we review the definition of a group.

From playlist Modern Algebra - Chapter 15 (groups)

Video thumbnail

Category Theory 1.2: What is a category?

What is a Category?

From playlist Category Theory

Video thumbnail

Introduction to Classification Models

Ever wonder what classification models do? In this quick introduction, we talk about what classifications models are, as well as what they are used for in machine learning. In machine learning there are many different types of models, all with different types of outcomes. When it comes t

From playlist Introduction to Machine Learning

Video thumbnail

Computer Science Terminology

Learn computer science terminology. We'll take a dive into understanding some of the terms used in computer science and software development. The video starts with the basics and then gets more advanced. Video from Forrest Knight. Check out his channel: https://www.youtube.com/channel/UC

From playlist Computer Science Concepts

Video thumbnail

Algebra - Ch. 0.6: Basic Concepts (5 of 36) Number Sets and Set Notations

Visit http://ilectureonline.com for more math and science lectures! In this video I will show and explain number sets, set notations, subsets, elements in a set, and the lexicons associated with set vocabulary. Next video in this series can be seen at: https://youtu.be/_x3eE0_m6jQ

From playlist ALGEBRA 0.6 BASIC CONCEPTS

Video thumbnail

Introduction to sets || Set theory Overview - Part 2

A set is the mathematical model for a collection of different things; a set contains elements or members, which can be mathematical objects of any kind: numbers, symbols, points in space, lines, other geometrical shapes, variables, or even other #sets. The #set with no element is the empty

From playlist Set Theory

Video thumbnail

Boosting Simple Learners - Shay Moran

Seminar on Theoretical Machine Learning Topic: Boosting Simple Learners Speaker: Shay Moran Affiliation: Google Date: May 5, 2020 For more video please visit http://video.ias.edu

From playlist Mathematics

Video thumbnail

Java OOPs Concepts | Java OOPs Tutorial For Beginners | Java OOPs Basics | Simplilearn

🔥Post Graduate Program In Full Stack Web Development: https://www.simplilearn.com/pgp-full-stack-web-development-certification-training-course?utm_campaign=JavaOOPSTutorialForBeginners-t6bpeBRmozU&utm_medium=DescriptionFirstFold&utm_source=youtube 🔥Caltech Coding Bootcamp (US Only): https

From playlist 🔥Java Tutorial For Beginners | Java Full Course | Java Interview Questions And Answers | Java Programming | Updated Java Playlist 2023 | Simplilearn

Video thumbnail

OOP concepts [imagineer]

Object Oriented Programming (OOP) Concept tutorial

From playlist Get Ready for Coding Interview

Video thumbnail

Inheritance in C++ | C++ Tutorial for Beginners | Edureka | C++ Rewind - 3

🔥 Edureka Online Courses: https://www.edureka.co This Edureka video on Introduction to Inheritance in C++ will help you to get started with C++ OOPs Concepts with hands-on. 🔹Edureka C++ Blog: https://www.edureka.co/blog/cpp-tutorial/ ----------------------------------------------------

From playlist Edureka Live Classes 2020

Video thumbnail

Java OOPs Concepts in 120 minutes |Object Oriented Programming | Java Placement Course | Simplilearn

🔥 Get Certified as Full Stack Developer with Simplilearn's Job Guarantee Program: https://www.simplilearn.com/java-full-stack-developer-certification-training-course?utm_campaign=OOPInJavaMar16-6T_HgnjoYwM&utm_medium=DescriptionFirstFold&utm_source=youtube This video is on Java object-orie

From playlist 🔥Java Tutorial For Beginners | Java Full Course | Java Interview Questions And Answers | Java Programming | Updated Java Playlist 2023 | Simplilearn

Video thumbnail

C++ Live - 3 | Introduction to Inheritance in C++ with Examples | C++ Programming Tutorial | Edureka

🔥 Edureka Online Courses: https://www.edureka.co This Edureka video on Introduction to Inheritance in C++ will help you to get started with C++ OOPs Concepts with hands-on. 🔹Edureka C++ Blog: https://www.edureka.co/blog/cpp-tutorial/ ----------------------------------------------------

From playlist Edureka Live Classes 2020

Video thumbnail

My STUDY ROUTINE as a Math Prof // My top study tips

How should you study most effectively? What should be your daily study routine without spending hours and hours of studying? I'm asked these questions all the time as a math professor and in this video I share the advice I give to my students. We will see study tips for before class how to

From playlist Learning Math Advice

Video thumbnail

Python Live - 1 | Python OOPs Tutorial | Object Oriented Programming | Python Training | Edureka

🔥 Python Certification Training: https://www.edureka.co/data-science-python-certification-course This Edureka session on Python OOPS concepts will help you understand Python Classes and Objects with examples. It will also explain the concept of OOPS in Python. 🔹Python Tutorial Playlist: h

From playlist Edureka Live Classes 2020

Video thumbnail

OOPS in Python | Object Oriented Programming In Python | Python Tutorial for Beginners | Simplilearn

🔥Artificial Intelligence Engineer Program (Discount Coupon: YTBE15): https://www.simplilearn.com/masters-in-artificial-intelligence?utm_campaign=OOPSInPython-jaie0C-uZug&utm_medium=Descriptionff&utm_source=youtube 🔥Professional Certificate Program In AI And Machine Learning: https://www.si

From playlist Python For Beginners 🔥[2022 Updated]

Video thumbnail

Java programming concepts: What is a class

In this lesson Eddie talks about what classes are in Java programming. You must understand this if you are to proceed further with Java programming.

From playlist Java Programming with Eclipse

Related pages

Computational learning theory | Model theory | Mathematics | Inequality (mathematics) | Partial function | Boolean function