roi-analysis

soccer video detection ai agent using YOLO, HRNET, OSNet model for team reidentifiaction, field keypoint detection, ball detection, ROI detection

SDK to track cost-per-outcome for AI workflows

The FAST ROI library is useful for quickly extracting the coordinates of a rotating rectangular ROI

Dynamic Power BI dashboard for marketing campaign performance monitoring and ROI analysis

🌾 AI-powered smart agriculture decision support system using machine learning 🌱🤖 and real-time APIs, built with PHP for crop disease detection, AI-based treatment planning, ROI statistics, and real-time market data, with admin management and dataset model training. Stored in a database and csv, Mysql.

Pipeline to analyze eye tracking data from SR reasearch data files

Analyzed marketing campaign performance to identify high-ROI customer segments, reduce wasted spend, and improve targeting decisions using data-driven insights.

Atlas methods and classes for neuroimaging

A comprehensive, open-source framework to help organizations calculate and justify the Return on Investment (ROI) for Generative AI projects across any use case.

A Marketing Mix Modeling (MMM) project using Python to analyze channel performance, calculate ROI, and simulate marketing budget changes for better business decisions. Includes a trained Linear Regression model, ROI analytics, and a Flask API for revenue prediction.

Subscription churn prediction + retention ROI on the KKBox dataset (400M+ event logs, 484K user holdout). XGBoost, SHAP, K-Means LTV segmentation.

Streamlit-based Enterprise Resource Management tool featuring automated case scoring, ROI analysis dashboards, and dynamic staffing planning modules. Supports multi-file Excel data inputs.

Shoot for the Stars - the analysis of data using Python, Pandas, and Data Visualization

A pipeline and GUI for determining which ROIs match features in a fluorescence image.

A decision-focused Marketing Mix Modeling project that delivers explainable channel attribution, ROI insights, and budget optimization through an interactive Streamlit dashboard.

End-to-end marketing analytics project uncovering sales drivers and enabling data-driven budget optimization.

Marketing Mix Modeling (MMM) case study analyzing top-of-funnel marketing spend efficiency using regression and ROI analysis to optimize channel allocation.

AI-powered telecom churn prediction system with ROI-optimized retention strategy. Random Forest & XGBoost models on 100K customers, validated business hypotheses, and a financial simulation showing $17.3K net ROI. 🥉 3rd Place, AITss 2026.

Data-driven social media marketing analytics project analyzing 400K+ ad events to uncover campaign performance, conversion funnel efficiency, audience insights, and ROI optimization.

Decision Support System for analyzing Electronic Medical Record (EMR) ROI using interactive analytics and business intelligence dashboards.