Feature Engineering and Text Preprocessing in Data Preprocessing

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31 Questions

What is the main focus of Chapter 3 in the book 'Data Preprocessing Master the Systematic Data Engineering for Building better AI systems'?

Text preprocessing

Which discipline does Natural Language Processing (NLP) draw from?

Computer science and computational linguistics

What is the primary goal of NLP?

Understanding human languages

In which section of the book is Principal Component Analysis (PCA) discussed?

Data normalization and transformation

What does NLP stand for?

Natural Language Processing

What is the theme of Chapter 4 in the book?

Data normalization and transformation

Who introduced the concept of tokens to provide a better grasp of the meaning of a sentence?

Roger Schank

What was the machine 'Colossus' created for?

Decoding Enigma

What did Georges Artsrouni and Petr Troyanskii develop in 1930?

Automatic translators

Which individual introduced the syntactic structures in 1957?

Noam Chomsky

What was Terry Winograd's contribution in the 1960s?

Development of SHRDLU, the first NLP computer program

Which technology is associated with live captions?

Speech recognition

What does NLTK provide interfaces to over 50 of?

Corpora and lexical resources

'Keyword matching' is used in which NLP application?

'Information retrieval: Web searching algorithms'

'Recommendations based on keywords from social media' are associated with which NLP application?

'Target Ads'

What did Alan Turing publish in 1950 introducing the 'Turing test'?

Computing Machinery and Intelligence

What is the primary focus of Chapter 3 in the book 'Data Preprocessing Master the Systematic Data Engineering for Building better AI systems'?

Text preprocessing

Which discipline does Natural Language Processing (NLP) draw from?

Computer science and computational linguistics

What does NLP stand for?

Natural Language Processing

Who introduced the concept of tokens to provide a better grasp of the meaning of a sentence?

Terry Winograd

'Keyword matching' is used in which NLP application?

Information retrieval

What did Alan Turing publish in 1950 introducing the 'Turing test'?

'Computing Machinery and Intelligence'

What was the name of the machine created by Britain in 1946 for decrypting the secret code generated by Tunny?

Colossus

Who introduced the concept of tokens to provide a better grasp of the meaning of a sentence in 1969?

Roger Schank

Which library provides easy-to-use interfaces to over 50 corpora and lexical resources such as WordNet, along with a suite of text processing libraries for classification, tokenization, stemming, tagging, parsing, and semantic reasoning?

NLTK

Which individual introduced the syntactic structures in 1957?

Noam Chomsky

What type of analysis is done to reviews or posts from apps like Twitter, Yelp, Airbnb, Google reviews, etc, in order to understand human's feelings and emotions?

Sentiment classification

Which application involves algorithms that allow getting a summary out of a text?

Text Summarization

What did French-Armenian Georges Artsrouni and Russian Petr Troyanskii develop in 1930?

Machine Translation

Which technology is associated with live captions?

Text-to-speech and speech-to-text

'Keyword matching' is used in which NLP application?

'Information retrieval'

Test your knowledge about feature engineering, text preprocessing, and data preprocessing techniques for building AI systems. This quiz covers topics from Chapter 3 of 'Data Preprocessing Master the Systematic Data Engineering for Building better AI systems' by Naila Marir, including feature extraction, handling categorical data, text preprocessing, and feature selection.

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