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Vani Pandit's Projects

8thsem-r-assignment icon 8thsem-r-assignment

This repository contains Data visualization, statistics methods using R, and Big data analytics mini-projects.

housepriceprediction icon housepriceprediction

Developed a robust real estate price prediction system using a regression algorithm to analyze multiple characteristics such as square footage, number of rooms, location, and amenities, achieving an impressive average prediction. • Optimized Regression Model Performance Through Strategic Feature Engineering.

sarcasmdetection icon sarcasmdetection

Developed a sarcasm detection system using Random Forest and SVM algorithms on a dataset of 1 million entries, achieving an accuracy of 85%. • Implemented advanced data pre-processing techniques, including text cleaning, tokenization, and feature engineering, resulting in a 20% improvement in accuracy for sarcasm detection models

stockpriceprediction icon stockpriceprediction

• Based on Machine Learning, dataset used in project is from Yahoo Finance. • Main aim of this project is to predict stock prices, use LSTM model, used Keras library • Challenge is to higher the accuracy rate of the model i.e. approx 90%

stress-detection icon stress-detection

• Dataset used in project is from Kaggle. • Main aim is to predict from the sentence that the person is in stress or not. • Methods used: matplot, pandas, numpy, sklearn libraries and Bernoulli Naive Bayes model for prediction

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