Quiz on Python Libraries for Text Analytics

What does NLTK stand for?

• Natural Language Tool

• Neural Language Toolkit

• Natural Language Toolkit

• Natural Learning Toolkit

Which command is used to install the spaCy library?

• pip install nltk

• pip install spacy

• pip install pandas

• pip install textblob

What is the primary use of the re library in Python?

• Web scraping

• Pattern matching

• Data visualization

• Machine learning

Which of the following is a feature of TextBlob?

• Web development

• Tokenization

• Deep learning

• Data cleaning

What does CountVectorizer implement?

• Term Frequency

• Bag-of-words model

• Word2Vec

• Topic modeling

Which library is used for topic modeling?

• gensim

• spaCy

• TextBlob

• scikit-learn

What type of models does scikit-learn provide for text classification?

• Reinforcement learning

• Decision trees

• Naive Bayes, SVM, Logistic Regression

• Neural networks

What is XGBoost primarily used for?

• Text generation

• Data cleaning

• Classification and ranking

• Data visualization

Which library is known for building RNNs and LSTMs?

• TensorFlow

• scikit-learn

• matplotlib

• pandas

What is the purpose of Hugging Face Transformers?

• Web scraping

• Pretrained models for NLP tasks

• Data visualization

• Data cleaning