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LEARNABLE FUNCTION-CLASS

  • Learnable function class
  • In statistical learning theory, a learnable function class is a set of functions for which an algorithm can be devised to asymptotically minimize the expected

    Learnable function class

    Learnable_function_class

  • Sample complexity
  • Attribute of machine learning models

    characterization of PAC-learnable classes that H {\displaystyle {\mathcal {H}}} is PAC-learnable, and by extension, learnable. Suppose H {\displaystyle

    Sample complexity

    Sample_complexity

  • Policy gradient method
  • Class of reinforcement learning algorithms

    a class of reinforcement learning algorithms and a sub-class of policy optimization methods. Unlike value-based methods which learn a value function to

    Policy gradient method

    Policy_gradient_method

  • Outline of machine learning
  • Overview of and topical guide to machine learning

    Latent class model Latent semantic analysis Latent variable Latent variable model Lattice Miner Layered hidden Markov model Learnable function class Least

    Outline of machine learning

    Outline_of_machine_learning

  • Probably approximately correct learning
  • Framework for mathematical analysis of machine learning

    \delta <1} then C {\displaystyle C} is (efficiently) PAC learnable (or distribution-free PAC learnable). We can also say that A {\displaystyle A} is a PAC

    Probably approximately correct learning

    Probably_approximately_correct_learning

  • Class kappa function
  • special comparison functions. Class K {\displaystyle {\mathcal {K}}} functions belong to this family: Definition: a continuous function α : [ 0 , a ) → [

    Class kappa function

    Class_kappa_function

  • Language identification in the limit
  • Computational learning model

    (i.e., an arbitrary function) is allowed, then an indexed class of languages is learnable in the limit if each language in the class has a tell-tale (Condition

    Language identification in the limit

    Language_identification_in_the_limit

  • Multilayer perceptron
  • Type of feedforward neural network

    a hidden layer with randomized weights that did not learn, and an output layer with learnable connections. In 1962, Rosenblatt published many variants

    Multilayer perceptron

    Multilayer_perceptron

  • C++ classes
  • Type of data structure

    collectively referred to as non-union classes) that has data and functions (also called member variables and member functions) as its members whose access is

    C++ classes

    C++_classes

  • Softmax function
  • Smooth approximation of one-hot arg max

    network to a probability distribution over predicted output classes. The softmax function takes as input a tuple z of K real numbers, and normalizes it

    Softmax function

    Softmax_function

  • Hölder condition
  • Type of continuity of a complex-valued function

    In mathematics, we say that a function satisfies a Hölder condition, or is α {\displaystyle \alpha } -Hölder continuous or simply Hölder continuous, if

    Hölder condition

    Hölder_condition

  • Heaviside step function
  • Indicator function of positive numbers

    of the general class of step functions, all of which can be represented as linear combinations of translations of this one. The function was originally

    Heaviside step function

    Heaviside step function

    Heaviside_step_function

  • Rainbow table
  • Password cracking dataset

    is a precomputed table for caching the outputs of a cryptographic hash function, usually for cracking password hashes. Passwords are typically stored not

    Rainbow table

    Rainbow_table

  • Bilinear time–frequency distribution
  • Part of signal analysis and signal processing

    for time–frequency signal analysis. This class is similar in formulation to Cohen's class distribution function that was used in 1966 in the context of

    Bilinear time–frequency distribution

    Bilinear_time–frequency_distribution

  • Cumulative distribution function
  • Probability that random variable X is less than or equal to x

    cumulative distribution function (CDF) of a real-valued random variable X {\displaystyle X} , or just distribution function of X {\displaystyle X} ,

    Cumulative distribution function

    Cumulative distribution function

    Cumulative_distribution_function

  • Class kappa-ell function
  • special comparison functions. Class K L {\displaystyle {\mathcal {KL}}} functions belong to this family: Definition: A continuous function β : [ 0 , a ) ×

    Class kappa-ell function

    Class_kappa-ell_function

  • Error tolerance (PAC learning)
  • efficiently SQ-learnable class is efficiently PAC learnable in the presence of classification noise, but there exist efficient PAC-learnable problems such

    Error tolerance (PAC learning)

    Error_tolerance_(PAC_learning)

  • Function overloading
  • Capability of some programming languages

    an overloaded function will run a specific implementation of that function appropriate to the context of the call, allowing one function call to perform

    Function overloading

    Function_overloading

  • Template (C++)
  • Generic type features in C++

    programming language that allow functions and classes to operate with generic types. This allows a function or class declaration to reference via a generic

    Template (C++)

    Template_(C++)

  • Gaussian function
  • Mathematical function

    In mathematics, a Gaussian function, often simply referred to as a Gaussian, is a function of the base form f ( x ) = exp ⁡ ( − x 2 ) {\displaystyle f(x)=\exp(-x^{2})}

    Gaussian function

    Gaussian_function

  • Wave function
  • Mathematical description of quantum state

    In quantum mechanics, a wave function (or wavefunction) is a mathematical description of the quantum state of an isolated quantum system. The most common

    Wave function

    Wave function

    Wave_function

  • Essex-class aircraft carrier
  • 1940s class of aircraft carrier of the United States Navy

    Essex class is a retired class of aircraft carriers of the United States Navy. The 20th century's most numerous class of capital ship, the class consisted

    Essex-class aircraft carrier

    Essex-class aircraft carrier

    Essex-class_aircraft_carrier

  • Anonymous function
  • Function definition that is not bound to an identifier

    with first-class functions, where they fulfil the same role for the function type as literals do for other data types. Anonymous functions originate in

    Anonymous function

    Anonymous_function

  • Artin L-function
  • Type of Dirichlet series associated to number field extensions

    absolute norms of ideals. These functions were introduced in 1923 by Emil Artin, in connection with his research into class field theory. They play important

    Artin L-function

    Artin_L-function

  • Bernstein–Vazirani algorithm
  • Quantum algorithm

    of distinguishing between two different classes of functions, it tries to learn a string encoded in a function. The Bernstein–Vazirani algorithm was designed

    Bernstein–Vazirani algorithm

    Bernstein–Vazirani algorithm

    Bernstein–Vazirani_algorithm

  • Piecewise function
  • Function defined by multiple sub-functions

    mathematics, a piecewise function (also called a piecewise-defined function, a hybrid function, or a function defined by cases) is a function whose domain is partitioned

    Piecewise function

    Piecewise function

    Piecewise_function

  • Gerald R. Ford-class aircraft carrier
  • Class of supercarriers for the U.S. Navy

    Ford-class aircraft carrier is a class of nuclear-powered aircraft carriers built for the United States Navy to replace portions of the aging Nimitz-class

    Gerald R. Ford-class aircraft carrier

    Gerald R. Ford-class aircraft carrier

    Gerald_R._Ford-class_aircraft_carrier

  • Function (computer programming)
  • Sequence of program instructions invokable by other software

    called a member function or method. A function outside of a class can be called a free function to distinguish it from a member function. void doSomething()

    Function (computer programming)

    Function_(computer_programming)

  • Green's function
  • Method of solution to differential equations

    In mathematics, a Green's function (or Green function) is the impulse response of an inhomogeneous linear differential operator defined on a domain with

    Green's function

    Green's function

    Green's_function

  • Vapnik–Chervonenkis dimension
  • Notion in supervised machine learning

    power, richness, or flexibility) of a class of sets. The notion can be extended to classes of binary functions. It is defined as the cardinality of the

    Vapnik–Chervonenkis dimension

    Vapnik–Chervonenkis_dimension

  • Rational function
  • Ratio of polynomial functions

    In mathematics, a rational function is any function that can be defined by a rational fraction, which is an algebraic fraction such that both the numerator

    Rational function

    Rational_function

  • Neural operators
  • Machine learning framework

    Neural operators are a class of deep learning architectures designed to learn maps between infinite-dimensional function spaces. Neural operators represent

    Neural operators

    Neural_operators

  • Computational learning theory
  • Theory of machine learning

    results – Showing that a certain class of functions is learnable in polynomial time. Negative results – Showing that certain classes cannot be learned in polynomial

    Computational learning theory

    Computational_learning_theory

  • Glob (programming)
  • Patterns used in computer programming

    glob() (/ɡlɒb/) is a POSIX C function for globbing, which is the archetypal use of pattern matching against the names in a filesystem directory such that

    Glob (programming)

    Glob (programming)

    Glob_(programming)

  • Attention (machine learning)
  • Machine learning technique

    where W Q {\displaystyle W_{Q}} and W K {\displaystyle W_{K}} are learnable weight matrices. Attention ( Q , K , V ) = softmax ( Q W K T ) V {\displaystyle

    Attention (machine learning)

    Attention (machine learning)

    Attention_(machine_learning)

  • Class of '09 (franchise)
  • Visual novel video game series

    work—arguing that they functioned as spectacle rather than satire. An animated short, Class of '09: Give Me a Fry (originally titled: Class of '09: The Anime

    Class of '09 (franchise)

    Class of '09 (franchise)

    Class_of_'09_(franchise)

  • Virtual function
  • Inheritable and overridable function or method for which dynamic dispatch is facilitated

    being overridden by derived classes (such as the final and private keywords in Java and PHP). The concept of the virtual function solves the following problem:

    Virtual function

    Virtual_function

  • Higher-order function
  • Function that takes one or more functions as an input or that outputs a function

    computer science, a higher-order function (HOF) is a function that does at least one of the following: takes one or more functions as arguments (i.e. a procedural

    Higher-order function

    Higher-order_function

  • Entire function
  • Function that is holomorphic on the whole complex plane

    In complex analysis, an entire function, also called an integral function, is a complex-valued function that is holomorphic on the whole complex plane

    Entire function

    Entire_function

  • Hatakaze-class destroyer
  • Guided-missile destroyer class in the Japanese Maritime Self-Defense Forces

    made in many areas. Most notable are those that allow the Hatakaze-class to function as a group flagship. Normally, this duty resides with a larger type

    Hatakaze-class destroyer

    Hatakaze-class destroyer

    Hatakaze-class_destroyer

  • C++ syntax
  • Set of rules defining correctly structured C++ program

    a function in a derived class overrides a function in a base class, the function to call is determined by the type of the object. A given function is

    C++ syntax

    C++ syntax

    C++_syntax

  • Function object
  • Programming construct

    first-class function objects and may even make significant use of them. Functional programming languages additionally support closures, i.e. first-class functions

    Function object

    Function_object

  • Entry point
  • Point in a computer program where instruction-execution begins

    Rust and Kotlin programs this is a function named main; in Java it is a static method named main (although the class must be specified at the invocation

    Entry point

    Entry_point

  • Mixture of experts
  • Machine learning technique

    A_{i},b_{i},\Sigma _{i}} are learnable parameters. In words, each expert learns to do linear regression, with a learnable uncertainty estimate. One can

    Mixture of experts

    Mixture_of_experts

  • Glivenko–Cantelli theorem
  • Theory of probability

    distribution function almost surely. The uniform convergence of more general empirical measures becomes an important property of the Glivenko–Cantelli classes of

    Glivenko–Cantelli theorem

    Glivenko–Cantelli_theorem

  • Reinforcement learning
  • Field of machine learning

    reinforcement learning is for the agent to learn an optimal (or near-optimal) policy that maximizes the reward function or other user-provided reinforcement

    Reinforcement learning

    Reinforcement learning

    Reinforcement_learning

  • Class (programming)
  • Computer programming structure used to create objects

    signature of each member function (method). A class defines an implementation of an interface, and instantiating the class results in an object that

    Class (programming)

    Class_(programming)

  • PHP
  • Scripting language created in 1994

    } public function greet(): string { return "Hello, my name is " . $this->name; } abstract public function job(): string; } class Student extends

    PHP

    PHP

    PHP

  • Lemniscate elliptic functions
  • Mathematical functions

    In mathematics, the lemniscate elliptic functions are elliptic functions related to the arc length of the lemniscate of Bernoulli. They were first studied

    Lemniscate elliptic functions

    Lemniscate elliptic functions

    Lemniscate_elliptic_functions

  • Huber loss
  • Loss function used in robust regression

    In statistics, the Huber loss is a loss function used in robust regression, that is less sensitive to outliers in data than the squared error loss. A variant

    Huber loss

    Huber_loss

  • Generic programming
  • Style of computer programming

    {$endif} interface type TGenericClass<T> = class function Foo(const AValue: T): T; end; implementation function TGenericClass<T>.Foo(const AValue: T): T;

    Generic programming

    Generic_programming

  • Mercedes-Benz E-Class (W213)
  • Fifth generation of Mercedes-Benz E-Class (2016–2023)

    Mercedes-Benz E-Class is the fifth generation of the Mercedes-Benz E-Class, sold from 2016 as a 2017 model. It succeeded the W212/S212 E-Class models. The

    Mercedes-Benz E-Class (W213)

    Mercedes-Benz E-Class (W213)

    Mercedes-Benz_E-Class_(W213)

  • Normal distribution
  • Probability distribution

    real-valued random variable. The general form of its probability density function is f ( x ) = 1 2 π σ 2 exp ⁡ ( − ( x − μ ) 2 2 σ 2 ) . {\displaystyle f(x)={\frac

    Normal distribution

    Normal distribution

    Normal_distribution

  • Lambda calculus
  • Mathematical-logic system

    mechanism of function pointers. However, function pointers are an insufficient condition for functions to be first class datatypes, because a function is a first

    Lambda calculus

    Lambda calculus

    Lambda_calculus

  • Function word
  • Words supplying mainly grammatical information, rather than content information

    the structures of sentences. Words that are not function words are called content words (or open class words, lexical words, or autosemantic words) and

    Function word

    Function_word

  • Lyapunov function
  • Concept in the analysis of dynamical systems

    usually under the name Foster–Lyapunov functions. For certain classes of ODEs, the existence of Lyapunov functions is a necessary and sufficient condition

    Lyapunov function

    Lyapunov_function

  • Modulo
  • Computational operation

    10.2. The remainder functions compute the remainder x REM y required by IEC 60559. "Expressions - C# language specification". learn.microsoft.com. Retrieved

    Modulo

    Modulo

  • C++11
  • 2011 edition of the C++ programming language standard

    by std::unique_ptr. Function object base classes (std::unary_function, std::binary_function), adapters to pointers to functions and adapters to pointers

    C++11

    C++11

  • Graph of a function
  • Representation of a mathematical function

    In mathematics, the graph of a function f {\displaystyle f} is the set of ordered pairs ( x , y ) {\displaystyle (x,y)} , where f ( x ) = y . {\displaystyle

    Graph of a function

    Graph of a function

    Graph_of_a_function

  • Mercedes-Benz G-Class
  • Series of Sport Utility Vehicles (SUVs)

    cluster with four chrome-trimmed round gauges from the C-Class and a new four-spoke multi-function steering wheel with options of full leather cover or combination

    Mercedes-Benz G-Class

    Mercedes-Benz G-Class

    Mercedes-Benz_G-Class

  • Class invariant
  • Unchanging property for all objects of a class

    the * function threw an exception. */ using Loki::CheckFor; namespace wikipedia::examples { export class GeoPoint { private: /// This function checks

    Class invariant

    Class_invariant

  • MHC class I
  • Protein of the immune system

    the class I MHC molecule. Thus, the function of the class I MHC is to display intracellular proteins to cytotoxic T cells (CTLs). However, class I MHC

    MHC class I

    MHC class I

    MHC_class_I

  • WindowProc
  • user-defined callback function that processes messages sent to a window. This function is specified when an application registers its window class and can be named

    WindowProc

    WindowProc

  • British Rail Class 221
  • Bombardier diesel tilting train

    The British Rail Class 221 Super Voyager is a class of tilting diesel-electric multiple unit express passenger trains built in Bruges, Belgium and Wakefield

    British Rail Class 221

    British Rail Class 221

    British_Rail_Class_221

  • Halting problem
  • Problem in computer science

    often in discussions of computability since it demonstrates that some functions are mathematically definable but not computable. A key part of the formal

    Halting problem

    Halting_problem

  • Busy beaver
  • Concept in theoretical computer science

    Reversal Turing Machine (RTM) class, SRTM(6) ≥ 47339970 and ΣRTM(6) ≥ 6147. Likewise we could define an analog to the Σ function for register machines as the

    Busy beaver

    Busy beaver

    Busy_beaver

  • Function prototype
  • Declaration of a function's name and type signature but not body

    executable or a library. The function declaration precedes the function definition, giving details of name, return type, and storage class along with other relevant

    Function prototype

    Function_prototype

  • Mercedes-Benz C-Class Electric
  • Battery electric compact luxury sedan

    The Mercedes-Benz C-Class Electric is a battery electric compact executive car manufactured by Mercedes-Benz. Despite the name, it is not related to the

    Mercedes-Benz C-Class Electric

    Mercedes-Benz C-Class Electric

    Mercedes-Benz_C-Class_Electric

  • USB human interface device class
  • Type of USB specification

    Many predefined functions exist in the USB HID class. These functions allow hardware manufacturers to design a product to USB HID class specifications

    USB human interface device class

    USB_human_interface_device_class

  • Function space
  • Set of functions between two fixed sets

    In mathematics, a function space is a set of functions between two fixed sets. Often, the domain and/or codomain will have additional structure which is

    Function space

    Function_space

  • Dependency injection
  • Programming technique of receiving dependencies

    injection is a programming technique in which an object or function receives other objects or functions that it requires, as opposed to creating them internally

    Dependency injection

    Dependency injection

    Dependency_injection

  • Boolean-valued function
  • Function that outputs either true or false

    A Boolean-valued function (sometimes called a predicate or a proposition) is a function of the type f : X → B, where X is an arbitrary set and where B

    Boolean-valued function

    Boolean-valued_function

  • Distribution learning theory
  • target function f {\displaystyle f} . Definition of learnability A class of distributions C {\displaystyle \textstyle C} is called efficiently learnable if

    Distribution learning theory

    Distribution_learning_theory

  • C Sharp (programming language)
  • General-purpose programming language

    for example: Functions as first-class citizen – C# 1.0 delegates Higher-order functions – C# 1.0 together with delegates Anonymous functions – C# 2 anonymous

    C Sharp (programming language)

    C Sharp (programming language)

    C_Sharp_(programming_language)

  • Mercedes-Benz S-Class (W222)
  • Sixth generation of Mercedes-Benz S-Class

    First-Class rear suite, folding tables in the rear, LED Intelligent Light System, Seat Comfort package including ENERGIZING massage function, and Warmth

    Mercedes-Benz S-Class (W222)

    Mercedes-Benz S-Class (W222)

    Mercedes-Benz_S-Class_(W222)

  • Computability theory
  • Study of computable functions and Turing degrees

    functions; M learns S if M learns every f in S. Basic results are that all computably enumerable classes of functions are learnable while the class REC

    Computability theory

    Computability_theory

  • Generative model
  • Model for generating observable data in probability and statistics

    designing learning algorithms (function approximators), as follows: Given that we wish to learn some target function f : X → Y {\displaystyle f\colon

    Generative model

    Generative_model

  • Piecewise linear function
  • Type of mathematical function

    function is a real-valued function of a real variable, whose graph is composed of straight-line segments. A piecewise linear function is a function defined

    Piecewise linear function

    Piecewise_linear_function

  • Perceptron
  • Algorithm for supervised learning of binary classifiers

    classifier is a function that can decide whether or not an input, represented by a vector of numbers, belongs to some specific class. It is a type of

    Perceptron

    Perceptron

  • Indicator function
  • Mathematical function characterizing set membership

    In mathematics, an indicator function or a characteristic function of a subset of a set is a function that maps elements of the subset to one, and all

    Indicator function

    Indicator function

    Indicator_function

  • Simple function
  • Function that attains finitely many values

    analysis, a simple function is a real (or complex)-valued function over a subset of the real line, similar to a step function. Simple functions are sufficiently

    Simple function

    Simple_function

  • Impulse response
  • Output of a dynamic system when given a brief input

    processing and control theory, the impulse response, or impulse response function (IRF), of a dynamic system is its output when presented with a brief input

    Impulse response

    Impulse response

    Impulse_response

  • Feedforward neural network
  • Type of artificial neural network

    a hidden layer with randomized weights that did not learn, and an output layer with learnable connections. R. D. Joseph (1960) mentions an even earlier

    Feedforward neural network

    Feedforward neural network

    Feedforward_neural_network

  • Immutable object
  • Object whose state cannot be modified after it is created

    8.1 and readonly classes since version 8.2. readonly class BlogData { public string $title; public Status $status; public function __construct(string

    Immutable object

    Immutable_object

  • Visitor pattern
  • Software design pattern

    visitor allows adding new virtual functions to a family of classes, without modifying the classes. Instead, a visitor class is created that implements all

    Visitor pattern

    Visitor_pattern

  • Windows.h
  • C header for accessing the Windows API

    access the Windows API (WinAPI) via C language. It declares the WinAPI functions, associated data types and common macros. Access to WinAPI can be enabled

    Windows.h

    Windows.h

  • Callback (computer programming)
  • Function reference passed to and called by another function

    which a function reference is passed from one context (consumer) to another (provider) such that the provider can call the function. If the function accesses

    Callback (computer programming)

    Callback_(computer_programming)

  • Analytic continuation
  • Extension of the domain of an analytic function (mathematics)

    definition of a given analytic function. Analytic continuation often succeeds in defining further values of a function, for example in a new region where

    Analytic continuation

    Analytic continuation

    Analytic_continuation

  • Newton's method
  • Algorithm for finding zeros of functions

    first in the class of Householder's methods, and was succeeded by Halley's method. The method can also be extended to complex functions and to systems

    Newton's method

    Newton's method

    Newton's_method

  • Name mangling
  • Technique in compiler construction

    It provides means to encode added information in the name of a function, structure, class or another data type, to pass more semantic information from the

    Name mangling

    Name_mangling

  • Recursion (computer science)
  • Use of functions that call themselves

    same class of data as the input, the function is recursive. For that reason, we refer to these functions as (STRUCTURALLY) RECURSIVE FUNCTIONS. — Felleisen

    Recursion (computer science)

    Recursion (computer science)

    Recursion_(computer_science)

  • Class action
  • Type of lawsuit

    However, Story did not necessarily endorse class actions, because he "could not conceive of a modern function or a coherent theory for representative litigation

    Class action

    Class_action

  • Yorktown-class aircraft carrier
  • US Navy aircraft carrier class

    The Yorktown class was a class of three aircraft carriers built for the United States Navy and completed shortly before World War II, the Yorktown (CV-5)

    Yorktown-class aircraft carrier

    Yorktown-class aircraft carrier

    Yorktown-class_aircraft_carrier

  • Pooling layer
  • Architectural motif in neural networks for aggregating information

    _{k''}e^{g(x_{k''})}}}} where g {\displaystyle g} is a learnable function. Spatial pyramidal pooling applies max pooling (or any other form

    Pooling layer

    Pooling_layer

  • Multi-age classroom
  • Classroom with students from more than one grade level

    classroom. They also argue that students in the upper grades of a composite class learn the same material they were taught in the lower grades. In contrast,

    Multi-age classroom

    Multi-age_classroom

  • Udaloy-class destroyer
  • 1980s class of Soviet/Russian guided-missile anti-submarine destroyer

    The Udaloy class, Soviet designation Project 1155 Fregat and Russian designation Project 11551 Fregat-M (Russian: Фрегат, 'Fregat' - the family of seabird)

    Udaloy-class destroyer

    Udaloy-class destroyer

    Udaloy-class_destroyer

  • Map (higher-order function)
  • Computer programming function

    the Functor type class. The type constructor of lists [] can be defined as an instance of the Functor type class using the map function from the previous

    Map (higher-order function)

    Map_(higher-order_function)

  • Learn Way
  • 2020–2022 South Korean television show

    Learn Way (Korean: 런웨이) is a South Korean variety show airing weekend on KakaoTV, which premiered every Sunday at 12 noon and a re-run on 1theK Originals'

    Learn Way

    Learn_Way

  • Subharmonic function
  • Class of mathematical functions

    In mathematics, subharmonic and superharmonic functions are important classes of functions used extensively in partial differential equations, complex

    Subharmonic function

    Subharmonic_function

  • Variadic template
  • Templates in computer programming

    and was later standardized in C++11. Prior to C++11, templates (classes and functions) could only take a fixed number of arguments, which had to be specified

    Variadic template

    Variadic_template

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