ml-analysis

Cross-platform desktop application for organizing, managing, and discovering Ableton Live projects across multiple locations. Features include Ableton project scanning, metadata extraction, project similarity analysis, audio previews, audio export tracking, album preparation using smart collection system.

Network Intrusion Detection System (NIDS) is a machine-learning-based system for detecting malicious network traffic in real time. The system uses the CIC-IDS2017 dataset to train supervised learning models and combines packet capture, flow generation, feature extraction, ML-based classification, alerting, and automated IP blocking into a single pi

An AI-powered automated machine learning pipeline for end-to-end dataset analysis. A sophisticated AutoML engine leveraging Meta-Learning and Optuna for automated preprocessing, model optimization, and SHAP-based interpretability.

Production ML system for intelligent pricing using competitor data analysis. Full-stack solution with automated pipelines, drift detection, and real-time API serving.