Analytics Case Studies
End-to-end data projects showcasing the full analytics lifecycle — from problem definition and data wrangling to modeling, visualization, and actionable business recommendations. Click any card for the complete case study.
Waste Dump Detection
Strategic Problem
Urban waste dumps are difficult to monitor at scale. Manual surveys are expensive and infrequent, allowing illegal dumping to go undetected.
Source Sentinel-2 multi-spectral satellite imagery (13 bands, 10m resolution) covering urban areas with labeled waste dump sites.
Key Strategic Insight
“NDVI values below 0.15 strongly correlate with waste accumulation zones”
Network IDS
Strategic Problem
Network security teams need automated, real-time detection of malicious traffic patterns across diverse attack types to protect infrastructure.
Source CIC-IDS2017 — 2.8M+ labeled network flow records covering benign traffic and 7 attack categories (DDoS, brute-force, infiltration, etc.).
Key Strategic Insight
“PCA reduced feature dimensionality from 78 to 20 while retaining 95% variance”
Cartoonization
Strategic Problem
Creative teams and content creators need automated tools to transform photos and video into stylized cartoon art at scale.
Source Custom image and video inputs processed in real-time through the OpenCV pipeline.
Key Strategic Insight
“Bilateral filter sigma of 300 provides optimal color quantization without losing detail”
MD to HTML
Strategic Problem
Developers and technical writers need reliable Markdown-to-HTML conversion that gracefully handles edge cases and malformed input.
Source N/A — parser operates on arbitrary Markdown text input.
Key Strategic Insight
“Recursive-descent approach handles nested block elements more reliably than regex-based parsers”
Food Ordering
Strategic Problem
Restaurants need a streamlined digital ordering system with reliable data management to replace error-prone manual order tracking.
Source Relational database with 6 normalized tables: Users, Menu, Orders, OrderItems, Payments, Reviews.
Key Strategic Insight
“3NF normalization eliminated data redundancy and reduced storage by ~30%”
Java OOP
Strategic Problem
Need a maintainable, extensible application architecture demonstrating industry-standard OOP design patterns.
Source N/A — application processes file-based data inputs.
Key Strategic Insight
“Clean separation of concerns through interface-based design”