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Sinan Wannous's Projects

ann-bank-customer-retention icon ann-bank-customer-retention

This is a simple project that aims to create a basic Artificial Neural Network to predict if bank customers are going to maintain/close their accounts.

cnn-image-classification icon cnn-image-classification

The objective of this project is to carry out supervised image classification on a collection of colored images. It employs a convolutional neural network design and applies data augmentation and transformations to recognize the category of images from a predefined set of 10 classes.

llm-security-prompt-injection icon llm-security-prompt-injection

This project investigates the security of large language models by performing binary classification of a set of input prompts to discover malicious prompts. Several approaches have been analyzed using classical ML algorithms, a trained LLM model, and a fine-tuned LLM model.

lstm-stock-price-prediction icon lstm-stock-price-prediction

This project implements a time series multivariate analysis using RNN/LSTM for stock price predictions. A deep RNN model was created and trained on five years of historical Google stock price data to forecast the stock performance over a two-month period.

ml-classification-malicious-network-traffic icon ml-classification-malicious-network-traffic

This project aims to analyze and classify a real network traffic dataset to detect malicious/benign traffic records. It compares and tunes the performance of several Machine Learning algorithms to maintain the highest accuracy and lowest False Positive/Negative rates.

ml-clustering-intrusion-detection icon ml-clustering-intrusion-detection

The aim of this project is to apply unsupervised machine learning to perform intrusion analysis and detection on a network traffic dataset. The data set was first cleaned and processed, and PCA was applied for dimensionality reduction, then we implemented KMeans algorithm to perform data clustering and analysis.

sms-java-demo icon sms-java-demo

This project is intended to showcase my software engineering and development skills. It is a demo project but incorporates key software design and clean code principles. It represents a backend module of a basic Store Management System (SMS).

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