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predictive analytics

Lexora is an open-source AI that analyzes repositories across GitHub, GitLab, and Codeberg, providing summaries, metrics, visualizations, and predictive insights so you can know your code before you build. https://roxanneardary.com/lexora/

ShellScan: From Shell to Source is an open-source platform designed to map, analyze, and visualize corporate ownership networks, including shell companies, financial institutions, and emerging finance entities. Using advanced AI, predictive analytics, and immersive dashboards, ShellScan exposes hidden relationships, traces officer and board histories, and provides real-time insights into financial networks. With citizen engagement tools, policy simulations, and cross-border intelligence, ShellScan empowers transparency, accountability, and proactive financial oversight. https://roxanneardary.com/shellscan/

RAISE – AI Vigilance for a Safer Tomorrow is an open-source AI early warning system that predicts hazards, delivers actionable alerts, and engages communities. Modular, globally deployable, and ethically governed, it supports floods, storms, wildfires, disease outbreaks, and more. https://roxanneardary.com/raise/

GapVision is an open-source platform that tracks, analyzes, and visualizes compensation data across industries to highlight and close gender pay gaps. Using AI, predictive analytics, and community contributions, it provides actionable insights for employees, companies, and policymakers while maintaining full transparency and privacy. Empower change, benchmark equity, and drive fair pay worldwide. https://roxanneardary.com/gapvision/

RoadSage is an open-source AI vehicle intelligence system that continuously monitors real-time mechanical signals—such as vibration, sound, pressure, and telemetry—to learn each vehicle’s normal behavior and detect early signs of wear or failure. By combining sensor fusion, time-series modeling, and predictive analytics, RoadSage transforms traditional vehicles into self-monitoring systems capable of identifying issues before they become critical, enabling safer and more proactive maintenance. https://roxanneardary.com/roadsage/

PropIntel – Tracking Defaults, Forecasting Trends. Open-source, AI-driven platform mapping every U.S. property. Track ownership, notices of default, liens, foreclosures, and title history, with predictive analytics and full transparency from town to state. https://roxanneardary.com/propintel/

Risk segmentation and premium optimization for car insurance in South Africa using statistical analysis and machine learning for AlphaCare Insurance Solutions.

This is a passion project where I attempt to use deep-learning ML-models to make accurate predictions on the outcome of NHL games. I ran the model predictions as a live betting strategy in the Fall of 2022 and achieved a roughly 60% return on investment.

Welcome! We created this notebook to provide a practical example of how AI and Data Science can be used when dealing with predictive analytics.

Predictive-Analytics Java Toolbox