Sarcasm detection using NLP

Problem Statement

Develop an NLP classification model for sarcasm detection using the features provided in the

dataset. During the course, explore NLP concepts and models. Further, evaluate and finalize

the best modeling approach for the given dataset.

Problem Overview

Sarcasm is the caustic use of words, often in a humorous way, to mock someone or something.

Sarcasm is a nice trait to have. However, there is a thin line between sarcasm and foul language.

You have to define that thin line by building a classic NLP classification model using the

provided dataset.


Evaluate your models on F1_score: which combines the precision and recall of a

classifier into a single metric by taking their harmonic mean.

Dataset Details

A university has chat groups on different topic. Students & their parents both have

access to these chat groups. The dataset contains chat extract from the chat groups along with

topic name and few other parameters, out of which three parameters description are classified

(not disclosed).

This dataset contains following independent features.

1. ID: id of student

2. comment : Student sarcastic comment

3. date: Date on which comment was recorded

4. down : Undisclosed parameter

5. parent comment : Parent comment on the same topic

6. score : Undisclosed/classified parameter

7. top : Undisclosed/classified parameter

8. topic : Topic of the discussion

9. user : Chat login name of the student

10. label : Sarcasm level (0 -not a sarcasm , 1 -is sarcasm)

Habilidades: Ciência de Dados, Machine Learning (ML), Python

Sobre o Cliente:
( 7 comentários ) Bangalore North, India

ID do Projeto: #33190676

Concedido a:


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