Sentiment Analysis

Built an application of sentiment classification base on Twitter data with the help of transfer learning models from hugging face, also used ensemble technique to get the best results. Used the following model in the ensemble ['ProsusAI/finbert', 'finiteautomata/bertweet-base-sentiment-analysis', 'elozano/tweet_sentiment_eval']

Project GitHub link

Attrition Rate

Performed some data analysis on a Kaggle based dataset. Applied some features transformation, outlier removal at last made a ML model pipeline base on VotingClassifier ( accuracy 89%, F1 score 0.93)

Project GitHub link

Graduation Prediction

Built a custom machine learning model whose MSE is 0.0042 using NumPy (without sklearn library), hosted at Stream Lit cloud

Movie Recommender System

Built a collaborative filtering based movie recommender system using TensorFlow, hosted at Stream Lit cloud.

Some Machine Learning models from scratch

Built few ML models from scratch using NumPy, TensorFlow

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