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credit-card-fraud-detection
credit-card-fraud-detection PublicImplemented Decision Tree, Random Forest and Deep Neural Network (5 layers) on a real anonymized dataset. Used undersampling and oversampling (SMOTE) with Deep Neural Network to balance the highly …
Python 2
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minimizing-churn-rate
minimizing-churn-rate PublicApplied Logistic Regression to a dataset of customers’ financial habits artificially created from real life case studies. Achieved test accuracy of 62.9%. Used Undersampling to balance the dataset,…
Python 1
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loan-likelihood-prediction
loan-likelihood-prediction PublicImplemented following algorithms to solve the problem- Logistic Regression (with Lasso penalty), SVM (with linear and RBF kernels) and Random Forest (with 100 decision trees and Entropy & Gini impu…
Python
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customer-subscription-direction
customer-subscription-direction PublicUsed Logistic Regression Classifier to decide whether a customer should be directed to subscription by analyzing his app behavior. Also implemented k-fold Cross Validation to prevent overfitting.
Python
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mnist-digits-classification
mnist-digits-classification PublicBuilt a linear neural network from scratch to classify handwritten digits (0-9) taken from MNIST datasubset in json format. Implemented Mini Batch Gradient Descent, ReLU activation function, softma…
Python
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home-security-system
home-security-system PublicBuilt system to recognize faces and give access to home, based on access profile (family, friend, intruder) in database. Possesses multi-level security. (PIR motion sensor inside for motion detecti…
Python
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