DeepTech Product Development for Large Enterprise - From Idea to Scaling

Explore a comprehensive conference talk on developing and scaling DeepTech products for large enterprises, focusing on biometric solutions. Learn about the journey from early inception to real-world deployments, covering algorithmic development, customer-facing features, privacy and security compliance, and end-to-end testing. Discover insights on facial authentication, spoof detection, tailgating prevention, backend infrastructure, and privacy-by-design principles. Gain valuable knowledge on data collection for ML algorithm training, testing methodologies, and overcoming integration challenges in on-premises deployments.

Intro
Developing the Rock
Our approach
Facial authentication requirements
Spoof detection (liveness check)
The most common physical security breach
What is tailgating?
Challenges to make tailgating accurate
Backend for the fleet
Cloud first to on premise pivot
How Alcatraz overcomes the integration challenges
On premises deployments
Privacy by Design
Testing in Alcatraz Al
Face Detection & Recognition
Data Collection for ML Algorithm Training
Data Collection - Execution
Training ML Algorithms
Spoof Attack Levels
Spoofing prevention
Testing the platform