Concluído

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.

Metric

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:

ShubhamSongire03

Hello, I am AI Engineer. Having work experience in this type of projects. I have done so many NLP projects for my company and clients. I can do your task of sarcasm detection with good accuracy and within time. I wil Mais

₹3500 INR em 2 dias
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15 freelancers estão ofertando em média ₹7447 nesse trabalho

himasha0421

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sramireddy065

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nrajuu07

Hello !! Greetings from Nagaraju Dasari a well-experienced freelancer in Machine Learning Area. I have seen the project details that you need to do detect Sarcasm on text data with using machine learning algorithm foll Mais

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FxDataLabs

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aymanlafaz0

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uvtxyz1991

- previous experience in such topics ; - eager to discuss a lot in this chat stream ; - degree stats - maths ;

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BasilAlqaqah

Hello there, I hope all is well with you. I'm a Data Scientist with a lot of experience working with NLP, creating dashboards, and telling stories, so please get in touch if you'd want to learn more.

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naveenc131

Hey Mate, This side Naveen here, I have checked your project requirements. It seems quite interesting to me. I can help you in Detecting Sarcasm using NLP. This work will be easy for me. I am a senior Machine Learnin Mais

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psoum6

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nicosamans

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iamkanishkgupta

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yashmathur031045

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mohsinkaleem512

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