End-to-end ML pipeline for phishing detection on an 11K-record dataset.

96.7% Accuracy · 97.2% F1 · 99.6% ROC-AUC

Schema validation, SMOTE, GridSearchCV, experiment tracking and automated cloud deployment.

Tech

Python XGBoost MLflow
Docker AWS MongoDB

Collaborative event scheduling platform with secure authentication, event management, participant invitations, availability tracking and recurring events.

Containerized using Docker and deployed on Render with Railway MySQL in a production-ready cloud environment supporting secure authentication, session management and relational data persistence.

Tech

Python Flask MySQL
Docker Render Railway

Deep learning-based NLP application for classifying IMDB movie reviews as Positive or Negative.

Built a SimpleRNN model with sequence preprocessing, word embeddings, hyperparameter tuning and a custom inference pipeline.

Tech

TensorFlow Keras SimpleRNN
Keras Tuner NLP Streamlit

Modular machine learning system for predicting student exam performance.

Benchmarked five regression models and achieved 88% R² with the best-performing model.

Complete training, prediction and deployment pipeline.

Tech

Python Scikit-Learn XGBoost
CatBoost Flask AWS

JavaFX desktop application designed around core object-oriented programming principles and modular application design.

Implemented encapsulation, generics, collections, serialization and multithreading for managing hotel operations and application workflows.

Tech

Java JavaFX OOP
Collections Multithreading

Artificial Neural Network for predicting customer churn from bank customer data.

Includes preprocessing pipelines, persisted encoders, early stopping and TensorBoard experiment tracking.

Deployed with an interactive prediction interface.

Tech

TensorFlow Keras ANN
Scikit-Learn Streamlit