Natural Language Processing

Course code: MLNLP

This course is focused on the analysis and processing of text data. We are expecting knowledge of basic principles of machine learning in the same extent as the Introduction to Machine Learning course provides.
A special attention will be aimed to text preprocessing and vectorization, which is crucial for NLP. We will further focus on text classification, language modeling and text synthesis.

155 EUR

188 EUR including VAT

The earliest date from 27.03.2023

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Course dates

Starting date: 27.03.2023

Type: In-person/Virtual

Course duration: 1 day

Language: en/cz

Price without VAT: 155 EUR

Register

Starting date: Individual

Type: In-person/Virtual

Course duration: 1 day

Language: en/cz

Price without VAT: 155 EUR

Register

Starting
date
Place
Type Course
duration
Language Price without VAT
27.03.2023 In-person/Virtual 1 day en/cz 155 EUR Register
Individual In-person/Virtual 1 day en/cz 155 EUR Register
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Course structure

  • Introduction to natural language processing
  • Chapters from computational linguistics (corpus, tokenization, morphological, syntactic and semantic analysis, entropy, perplexity)
  • Text document vectorization (bag of words, one-hot encoding, TF-IDF)
  • Practical taks on text classification
  • Word embedding (word2vec, GloVe)
  • Introduction to language modelling (n-gram models, smoothing, neural network based language models)
  • Practical task on language modelling (implementation of a language detection algorithm based on language models)
  • Neural network based text generator

Prerequisites

  • basic knowledge of programing in Python
  • high school level of mathematics
  • Basics of machine learning on the level of our course Introduction to  machine Learning

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