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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
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
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
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
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
special comparison functions. Class K {\displaystyle {\mathcal {K}}} functions belong to this family: Definition: a continuous function α : [ 0 , a ) → [
Class_kappa_function
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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)
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
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)
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
target function f {\displaystyle f} . Definition of learnability A class of distributions C {\displaystyle \textstyle C} is called efficiently learnable if
Distribution_learning_theory
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
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
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
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
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
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
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)
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
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
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
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++)
Mathematical theory
function f; M learns S if M learns every f in S. Basic results are that all recursively enumerable classes of functions are learnable while the class
Solomonoff's theory of inductive inference
Solomonoff's_theory_of_inductive_inference
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
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)
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
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
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
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
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
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
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
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
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
Programming which all objects are created by classes
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)
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
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
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
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
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
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
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
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
Scripting language created in 1994
} public function greet(): string { return "Hello, my name is " . $this->name; } abstract public function job(): string; } class Student extends
PHP
Guided-missile destroyer class in the Japanese Maritime Self-Defense Forces
era Arleigh Burke class Durand de la Penne class Project 956E Ishī 2019. "Japan to add Tomahawk launch function to Aegis destroyer Chokai". The Japan Times
Kongō-class_destroyer
Optimization algorithm for artificial neural networks
was published in 1967 by Shun'ichi Amari. The MLP had 5 layers, with 2 learnable layers, and it learned to classify patterns not linearly separable. Modern
Backpropagation
Class of mathematical functions
In mathematics, subharmonic and superharmonic functions are important classes of functions used extensively in partial differential equations, complex
Subharmonic_function
Widely exported German frigate design
warships.[citation needed] Ten MEKO 200 frigates were built to the Anzac-class design: eight for the Royal Australian Navy, and two for the Royal New Zealand
MEKO_200
Style of computer programming
{$endif} interface type TGenericClass<T> = class function Foo(const AValue: T): T; end; implementation function TGenericClass<T>.Foo(const AValue: T): T;
Generic_programming
American physicist, mathematician, and computer scientist
identifiable in the limit, others, such as the class of all context-free languages, are not learnable from positive examples alone. This discovery had
E._Mark_Gold
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
German military decoration and symbol
class, and the Iron Cross, 2nd class, were awarded without regard to rank. One had to possess the 2nd Class already in order to receive the 1st Class
Iron_Cross
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
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)
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
Mathematical function on ordinals
In mathematics, the Veblen functions are a hierarchy of normal functions (continuous strictly increasing functions from ordinals to ordinals), introduced
Veblen_function
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
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)
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
Windows service
components "Multimedia Class Scheduler Service". "AvSetMmMaxThreadCharacteristics Function (Windows)". "AvSetMmThreadCharacteristics Function (Windows)". drewbatgit
Multimedia Class Scheduler Service
Multimedia_Class_Scheduler_Service
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
Traditional first example of a computer programming language
main( ) function defines where the program should start executing. The function body consists of a single statement, a call to the printf() function, which
Hello,_world
a broader class of fractional-order differential equations than possible with standard Bessel functions. The name "Bessel–Maitland function" contains
Bessel–Maitland_function
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
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
JavaScript library for building user interfaces
React are through function components and class components. Since React v16.8, using function components is the recommended way. Function components, announced
React_(software)
The Selberg zeta-function was introduced by Atle Selberg (1956). It is analogous to the famous Riemann zeta function ζ ( s ) = ∏ p ∈ P 1 1 − p − s {\displaystyle
Selberg_zeta_function
Class of functions behaving "like" periodic functions
In mathematics, a quasiperiodic function is a function that has a certain similarity to a periodic function. A function f {\displaystyle f} is quasiperiodic
Quasiperiodic_function
Game character aspect
magical powers. In many ways, other classes are thought of as alternatives that refine or combine these functions. Each of the playable races have different
Character class (Dungeons & Dragons)
Character_class_(Dungeons_&_Dragons)
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
Class of South Korean aircraft carriers
feature a multi-function radar (MFR) for ballistic missile defence (BMD). The same system will be used about the next generation KDDX-class destroyer The
CVX-class_aircraft_carrier
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
German minehunter class
The Type 332 Frankenthal-class minehunter is a class of minehunters of the German Navy. The ships are built of non-magnetic steel. The hull, machinery
Frankenthal-class_minehunter
use cases, class diagrams, and other Unified Modeling Language (UML) models, requirements, and design documents) help describe the function, architecture
Glossary_of_computer_science
Type of computational problem
efficiently found. In contrast, the class FP, which can be thought of as the function class analogue of P, consists of function problems for which solutions
Function_problem
Class of statistical models
response variable via a link function and by allowing the magnitude of the variance of each measurement to be a function of its predicted value. Generalized
Generalized_linear_model
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
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
Ensemble learning method
LogitBoost, can be "defeated" by random noise such that they can't learn basic and learnable combinations of weak hypotheses. This limitation was pointed out
Boosting_(machine_learning)
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)
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
Classification of power amplifier
signal but instead varies in pulse width. In the class-D amplifier the active devices (transistors) function as electronic switches instead of linear gain
Power_amplifier_classes
West Germanic language
case to be the defining feature of the class of prepositions, rather defining prepositions as words that can function as the heads of prepositional phrases
English_language
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
American–Canadian animated television series
environment and is designed to help children develop executive function skills and learn about careers. The series centers around a racially-diverse trio
Skillsville
LEARNABLE FUNCTION-CLASS
LEARNABLE FUNCTION-CLASS
Boy/Male
French Greek
Cyrano de Bergerac was a seventeenth-century soldier and science-fiction writer.
Girl/Female
Afghan, Arabic, Australian, Indian, Muslim
Fiction; Romance; Story
Surname or Lastname
English
English : from the Germanic personal name Lanzo, originally a short form of various compound names with the first element land ‘land’, ‘territory’ (for example, Lambert), but later used as an independent name. It was introduced to England by the Normans, for whom it was a popular name among the ruling classes, perhaps partly because of association with Old French lance ‘lance’, ‘spear’ (see 2).French : metonymic name for a soldier who carried a lance, or a nickname for a skilled fighter, from Old French lance.
Boy/Male
Indian
Friction
Biblical
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Boy/Male
Buddhist, Indian, Japanese
Mysterious Function
Surname or Lastname
English and Scottish
English and Scottish : from a personal name of Greek origin, which was in use in Cornwall and elsewhere till the 19th century. Hercules is the Latin form of Greek Hēraklēs, meaning ‘glory of Hera’ (the queen of the gods). It was the name of a demigod in classical mythology, who was the son of Zeus, king of the gods, by a human woman. His outstanding quality was his superhuman strength.Scottish (Shetland) : from a personal name adopted as an Americanized form of Old Norse Hákon (see Haagensen).
Surname or Lastname
South German
South German : occupational name for an official in charge of the legal auction of property confiscated in default of a fine; such a sale was known in Middle High German as a gant (from Italian incanto, a derivative of Late Latin inquantare ‘to auction’, from the phrase In quantum? ‘To how much (is the price raised)?’).German : metonymic occupational name for a cooper, from Middle High German ganter, kanter ‘barrel rack’.German : variant of Gander 3.English : occupational name for a glover, from Old French gantier, an agent derivative of gant ‘glove’ (see Gant).
Surname or Lastname
English (West Midlands)
English (West Midlands) : occupational name for a maker of helmets, from the adopted Old French term he(a)umier, from he(a)ume ‘helmet’, of Germanic origin. Compare Helm 2.English : variant of Holmer.Americanized form of the Greek family name Homiros or one of its patronymic derivatives (Homirou, Homiridis, etc.). This was not only the name of the ancient Greek epic poet (classical Greek Homēros), but was also borne by a martyr venerated in the Greek Orthodox Church.Slovenian : topographic name for someone who lived on a hill, from hom (dialect form of holm ‘hill’, ‘height’) + the German suffix -er denoting an inhabitant.The American painter Winslow Homer (1836–1910) was of old New England stock dating back to Captain John Homer, an Englishman who crossed the Atlantic in his own ship and settled in Boston about 1636.
Surname or Lastname
English
English : probably a patronymic from James or any of various other personal names beginning with J-.Possibly also Greek : shortened and Americanized form of Iassonides, patronymic from the personal name IasÅn, which is derived from the Greek vocabulary word iasthai to ‘heal’. This was borne by a saint mentioned in St. Paul’s Epistle to the Romans, traditionally believed to have been martyred. In classical mythology this is the name (English Jason) of the leader of the Argonauts, who captured the Golden Fleece with the aid of Medea, daughter of the king of Colchis.
Girl/Female
Tamil
Ankshika | அஂகà¯à®·à¯€à®•à®¾
It’s derived from the root word - anksh that means a fraction. Ankshika means the fraction of the cosmos
Ankshika | அஂகà¯à®·à¯€à®•à®¾
Surname or Lastname
English
English : from the medieval personal name Classe, a short form of Nicholas. See also Clayson.Variant of Klaas or Klass, North German forms of Claus.
Surname or Lastname
English
English : topographic name for someone who lived by a watercourse or road junction, Old English gelǣt, or a habitational name from Leat in Devon, or The Leete in Essex, named with this element.
Girl/Female
Hindu, Indian
Fraction of the Cosmos
Surname or Lastname
English
English : topographic name for someone who lived by the gates of a medieval walled town. The Middle English singular gate is from the Old English plural, gatu, of geat ‘gate’ (see Yates). Since medieval gates were normally arranged in pairs, fastened in the center, the Old English plural came to function as a singular, and a new Middle English plural ending in -s was formed. In some cases the name may refer specifically to the Sussex place Eastergate (i.e. ‘eastern gate’), known also as Gates in the 13th and 14th centuries, when surnames were being acquired.Americanized spelling of German Götz (see Goetz).Translated form of French Barrière (see Barriere).In New England, Gates was the preferred English version of the name of an extensive French family, called Barrière dit Langevin.
Surname or Lastname
English (chiefly Nottinghamshire)
English (chiefly Nottinghamshire) : nickname from the personal name Herod (Greek HÄ“rÅdÄ“s, apparently derived from hÄ“rÅs ‘hero’), borne by the king of Judea (died ad 4) who at the time of the birth of Christ ordered that all male children in Bethlehem should be slaughtered (Matthew 2: 16–18). In medieval mystery plays Herod was portrayed as a blustering tyrant, and the name was therefore given to someone one who had played the part, or who had an overbearing temper.English : variant of Harold (1 or 2).Greek : shortened form of Herodiadis, a patronymic from the classical personal name HÄ“rodiÅn. This was the name of a relative of St. Paul and an early Bishop of Patras, venerated in the Orthodox Church. HÄ“rodÄ“s ‘Herod’ is also found in Greek as a nickname for a violent man, but this is less likely to be the source of the surname.
Surname or Lastname
English
English : occupational name for a moneyer, Old English myntere, an agent derivative of mynet ‘coin’, from Late Latin moneta ‘money’, originally an epithet of the goddess Juno (meaning ‘counselor’, from monere ‘advise’), at whose temple in Rome the coins were struck. The English term was used at an early date to denote a workman who stamped the coins; later it came to denote the supervisors of the mint, who were wealthy and socially elevated members of the merchant class, and who were made responsible for the quality of the coinage by having their names placed on the coins.
Girl/Female
Bengali, Indian
Fraction of Time
Girl/Female
Indian
It’s derived from the root word - anksh that means a fraction. Ankshika means the fraction of the cosmos
Surname or Lastname
English
English : nickname from the animal, Middle English catte ‘cat’. The word is found in similar forms in most European languages from very early times (e.g. Gaelic cath, Slavic kotu). Domestic cats were unknown in Europe in classical times, when weasels fulfilled many of their functions, for example in hunting rodents. They seem to have come from Egypt, where they were regarded as sacred animals.English : from a medieval female personal name, a short form of Catherine.Variant spelling of German and Dutch Katt.
LEARNABLE FUNCTION-CLASS
LEARNABLE FUNCTION-CLASS
LEARNABLE FUNCTION-CLASS
LEARNABLE FUNCTION-CLASS
LEARNABLE FUNCTION-CLASS
LEARNABLE FUNCTION-CLASS
LEARNABLE FUNCTION-CLASS