Natural Language Processing Quiz Quiz NLP Expert Level Quiz 10 Pradip Devkar December 10, 2024 An expert-level quiz is designed to challenge individuals with advanced knowledge and deep understanding of a specific subject. For instance, in your case of creating expert-level quizzes on natural language processing (NLP), the quiz NLP Expert Level Quiz 10 NLP lies at the intersection of linguistics, computer science, and machine learning, and has a wide range of applications in both industry and academia. 1 / 10 What is the term used for words that are not useful for NLP tasks and can be removed during preprocessing? Punctuation Stop words Named entities Keywords 2 / 10 What is the main advantage of BERT (Bidirectional Encoder Representations from Transformers)? It is unidirectional It considers context from both directions in a sentence It is faster than other models It uses convolutional layers for NLP tasks 3 / 10 Which of the following models is typically used for document classification tasks in NLP? Naive Bayes Decision Trees Support Vector Machine (SVM) All of the above 4 / 10 What does the term "Word Embedding" refer to in NLP? A vector space representation of words A way of encoding sentences A method to handle stop words A technique for stemming words 5 / 10 Which of the following techniques is used to convert words into their base or root form? Lemmatization Stemming Tokenization NER 6 / 10 Which model architecture is most commonly used for machine translation in NLP? Recurrent Neural Networks (RNN) Long Short-Term Memory (LSTM) Transformer Convolutional Neural Networks (CNN) 7 / 10 What is the main purpose of Named Entity Recognition (NER)? Identifying the sentiment in text Identifying entities like names, dates, and organizations Extracting keywords from a document Classifying text into predefined categories 8 / 10 Which method is commonly used to reduce the dimensionality of a document-term matrix? Latent Semantic Analysis (LSA) Principal Component Analysis (PCA) Singular Value Decomposition (SVD) Both a and c 9 / 10 Which of the following algorithms is used for Part-of-Speech (POS) tagging? Naive Bayes Hidden Markov Model (HMM) K-Means Decision Tree 10 / 10 Which of the following techniques is used to transform text into a fixed-length vector representation? Tokenization Word2Vec Bag of Words Principal Component Analysis (PCA) Your score isThe average score is 30% 0% Restart quiz Share this… Whatsapp Linkedin Facebook Twitter Gmail Related Tags: #NLP, #NLP Quiz Continue Reading Previous NLP Expert Level Quiz 9Next Gen AI Medium Level Quiz 5 More Stories Gen AI Quiz Quiz Gen Ai Advanced Quiz 8 Pradip Devkar December 20, 2024 Gen AI Quiz Quiz Gen Ai Advanced Quiz 7 Pradip Devkar December 20, 2024 Gen AI Quiz Quiz Gen Ai Medium Level Quiz 6 Pradip Devkar December 10, 2024 Leave a Reply Cancel replyYou must be logged in to post a comment.