Lecture 2: Understanding and Preprocessing Data Basic Statistics & Graphs. Lecture 2: Preliminaries (Understanding and Preprocessing data) from Marina Santini
Lecture 2: Understanding and Preprocessing Data (ML4LT 2015)
Category: lectures
Lecture 1: What is Machine Learning (ML4LT 2015)
Opening lecture to the Machine Learning for Language Technology courseat Uppsala University, Sweden. Autumn 2015. Lecture 1: What is Machine Learning? from Marina Santini
Lecture: Joint, Conditional and Marginal Probabilities
Outline: Conditional Probability, Multiplication Rule, Marginal Probability, Bayes Law, Independence Mathematics for Language Technology: Joint, Conditional and Marginal Probabilities from Marina Santini
Lecture: Introduction To Probability
Outline: The Notion of Probability, Events, Rules of Probability, Addition Rule Uppsala University – Mathematics for Language Technology: http://stp.lingfil.uu.se/~matsd/uv/uv15/mfst/ Developments in NLP have led to the exploitation of language corpora to refine and develop computational models of language. Many of…
Lecture: Context-Free Grammars
Uppsala University – Mathematics for Language Technology: http://stp.lingfil.uu.se/~matsd/uv/uv15/mfst/ Lecture: Context-Free Grammars from Marina Santini
Lecture: Regular Expressions and Regular Languages
Uppsala University – Mathematics for Language Technology: http://stp.lingfil.uu.se/~matsd/uv/uv15/mfst/ Lecture: Regular Expressions and Regular Languages from Marina Santini
Lecture: Automata
Uppsala University Mathematics for Language Technology: http://stp.lingfil.uu.se/~matsd/uv/uv15/mfst/
Lecture: Semantic Word Clouds
Semantics in Language Technology: Lecture: Semantic Word Clouds Course website: http://stp.lingfil.uu.se/~santinim/sais/2014/sais_2014.htm Outline: word clouds, semantic word clouds, tag clouds, quantitative evaluation, wordle, similarity, dissimilarity, evaluation criteria, layout, semantically-related words, meaningful adjacencies
Lecture: The Semantic Web & Ontologies
Semantics in Language Technology: Lecture: The Semantic Web & Ontologies Course website: http://stp.lingfil.uu.se/~santinim/sais/2014/sais_2014.htm 09 semantic web & ontologies from Marina Santini Outline: the semantic web, ontologies, RDF, OWL, description logics
Lecture: Semantic Role Labelling
Semantics in Language Technology: Lecture 3 – Semantic Role Labelling Lecture 3: Semantic Role Labelling from Marina Santini