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Shiva Saini's Projects

credit-card-fraud-transaction-detection icon credit-card-fraud-transaction-detection

This project is based on the detection of a fraudulent credit card transaction. The dataset contains over 5 lac data samples. For Exploratory Data Analysis, we used different pre-processing techniques like, correlation analysis, min-max scaling and NAN removal. We also used dataset balancing techniques like SMOTE and AdaSyn. For obtaining results we used one baseline model (Logistic Regression) and three advanced models (Multi-Layer Perceptron, XGBoost, Light Gradient Boosting Machine) from which the best model was picked on the basis of results obtained on the basis of the accuracy score and the plotted ROC Curve.

forged-audio-detection icon forged-audio-detection

Forgery includes watermarking the copyrights, in audio, it's a repetition of phrases or initial credits, before the main content. Using different methods on Forged Audio and comparing with original Audio we can detect the Forgery.

furtnite-store-database-system-sql icon furtnite-store-database-system-sql

The goal of this project is to develop the back-end of an online store with extensive use of data entities selection and the relationship between them, data modeling, database access, and data manipulation.

robotics-path-planning icon robotics-path-planning

This contains all the codes of the Robot Path Planning Labs. The codes are written on MATLAB 2017a.

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