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hammou2020's Projects

spam-classifier icon spam-classifier

A simple program using Naive Bayes Algorithm for classification of spam mails

text-preprocessing-and-classification icon text-preprocessing-and-classification

IMDB Movie Reviews - Text preprocessing and classification. Includes BOW model, TF_IDF, VADER entiment analysis, Topic Modelling using Latent Dirichlet Allocation and Word Embeddings. (Python)

twitter-sentiment-analysis icon twitter-sentiment-analysis

This script can tell you the sentiments of people regarding to any events happening in the world by analyzing tweets related to that event

twitter-sentiment-analysis-1 icon twitter-sentiment-analysis-1

The objective of this task is to detect hate speech in tweets. For the sake of simplicity, we say a tweet contains hate speech if it has a racist or sexist sentiment associated with it. So, the task is to classify racist or sexist tweets from other tweets. Formally, given a training sample of tweets and labels, where label '1' denotes the tweet is racist/sexist and label '0' denotes the tweet is not racist/sexist, your objective is to predict the labels on the test data set.

twitter-sentiment-and-customer-churn-detection icon twitter-sentiment-and-customer-churn-detection

Performed customer sentiment analysis on the tweets related to 4 major streaming services, applied various NLP and text analysis tools, and created multiple ensemble and deep learning classification models to implement churn detection and performed a rule-based feature extraction to find out the reasons for churn. Created a visualization dashboard using Plotly and Dash and deployed on Heroku.

twitter_sentiment_analysis-using-ml-and-nlp icon twitter_sentiment_analysis-using-ml-and-nlp

The objective of this project is to detect hate speech in tweets. For the sake of simplicity, we say a tweet contains hate speech if it has a racist or sexist sentiment associated with it. So, the task is to classify racist or sexist tweets from other tweets.

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