In-depth research on ML model security, licensing, adoption trends, and best practices for production ML systems.
Interactive security assessment with 50+ controls across data security, model protection, inference hardening, pipeline security, and monitoring. Score your ML security posture.
12 min readCompare open-source ML model licenses including Apache 2.0, MIT, Llama Community, and Gemma. Understand what each license allows for commercial use.
Track adoption trends for open-source ML models including download counts, community activity, and deployment patterns.
Detect data poisoning in ML datasets using statistical techniques. Interactive demo with outlier detection, distribution shift analysis, label flip detection, and Isolation Forest simulation. Upload CSV or use sample ...
Simulate membership inference attacks against ML models and measure defense effectiveness. Interactive tool with attack precision/recall, ROC curves, defense comparison, and mitigation recommendations.
Prevent ML model extraction attacks with rate limiting strategies and output watermarking. Interactive demo showing query pattern detection, extraction time calculator, and watermark fingerprinting simulator.