Natural Language Processing Engineer Question:

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In Latent Dirichlet Allocation model for text classification purposes, what does alpha and beta hyperparameter represent-

A) Alpha: number of topics within documents, beta: number of terms within topics False
B) Alpha: density of terms generated within topics, beta: density of topics generated within terms False
C) Alpha: number of topics within documents, beta: number of terms within topics False
D) Alpha: density of topics generated within documents, beta: density of terms generated within topics True

Natural Language Processing Engineer Interview Question
Natural Language Processing Engineer Interview Question

Answer:

D) Alpha: density of topics generated within documents, beta: density of terms generated within topics True

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Which of the following techniques can be used for the purpose of keyword normalization, the process of converting a keyword into its base form?

Lemmatization
Levenshtein
Stemming
Soundex

A) 1 and 2
B) 2 and 4
C) 1 and 3
D) 1, 2 and 3
E) 2, 3 and 4
F) 1, 2, 3 and 4
What is the right order for a text classification model components

Text cleaning
Text annotation
Gradient descent
Model tuning
Text to predictors
A) 12345
B) 13425
C) 12534
D) 13452