<xs:element name="LanguageDescriptionSubclass"><xs:annotation><xs:documentation xml:lang="en">The type of the language description (used for documentation purposes)</xs:documentation><xs:appinfo><label xml:lang="en">Language description type</label></xs:appinfo></xs:annotation><!--
<xs:simpleType>
<xs:restriction base="xs:anyURI">
<xs:enumeration value="http://w3id.org/meta-share/meta-share/MLModel">
<xs:annotation>
<xs:documentation xml:lang="en">The model artifact that is created through a training process involving an ML algorithm (that is, the learning algorithm) and the training data to learn from.</xs:documentation>
<xs:appinfo>
<label xml:lang="en">Machine learning model</label>
<identifier>http://w3id.org/meta-share/meta-share/MLModel</identifier>
<alt_label xml:lang="en">ML model</alt_label>
</xs:appinfo>
</xs:annotation>
</xs:enumeration>
<xs:enumeration value="http://w3id.org/meta-share/meta-share/Grammar">
<xs:annotation>
<xs:documentation xml:lang="en">A set of rules governing what strings are valid or allowable in a language or text [https://en.oxforddictionaries.com/definition/grammar]</xs:documentation>
<xs:appinfo>
<label xml:lang="en">Grammar</label>
</xs:appinfo>
</xs:annotation>
</xs:enumeration>
<xs:enumeration value="http://w3id.org/meta-share/meta-share/NGramModel">
<xs:annotation>
<xs:documentation xml:lang="en">A language model consisting of n-grams, i.e. specific sequences of a number of words</xs:documentation>
<xs:appinfo>
<identifier>http://w3id.org/meta-share/meta-share/NGramModel</identifier>
<label xml:lang="en">N-gram model</label>
</xs:appinfo>
</xs:annotation>
</xs:enumeration>
<xs:enumeration value="http://w3id.org/meta-share/meta-share/NeuralModel">
<xs:annotation>
<xs:documentation xml:lang="en">A set of algorithms, modeled loosely after the human brain, designed to recognize patterns [adapted from https://skymind.ai/wiki/neural-network]</xs:documentation>
<xs:appinfo>
<label xml:lang="en">Neural model</label>
<identifier>http://w3id.org/meta-share/meta-share/NeuralModel</identifier>
<subclassOf>http://w3id.org/meta-share/meta-share/MLModel</subclassOf>
</xs:appinfo>
</xs:annotation>
</xs:enumeration>
<xs:enumeration value="http://w3id.org/meta-share/meta-share/WordEmbedding">
<xs:annotation>
<xs:documentation xml:lang="en">Word embedding is the collective name for a set of language modeling and feature learning techniques in natural language processing where words or phrases from the vocabulary are mapped to vectors of real numbers. [wikipedia]</xs:documentation>
<xs:appinfo>
<label xml:lang="en">Word embedding</label>
<identifier>http://w3id.org/meta-share/meta-share/WordEmbedding</identifier>
<subclassOf>http://w3id.org/meta-share/meta-share/MLModel</subclassOf>
</xs:appinfo>
</xs:annotation>
</xs:enumeration>
<xs:enumeration value="http://w3id.org/meta-share/meta-share/other">
<xs:annotation>
<xs:appinfo>
<identifier>http://w3id.org/meta-share/meta-share/other</identifier>
<label xml:lang="en">other</label>
</xs:appinfo>
</xs:annotation>
</xs:enumeration>
</xs:restriction>
</xs:simpleType>
--><xs:complexType><xs:choice><xs:element ref="ms:MLModel"/><xs:element ref="ms:Grammar"/><xs:element ref="ms:NGramModel"/></xs:choice></xs:complexType></xs:element>