Last year, we trained a model on customer data. A researcher showed they could reconstruct customer information from model outputs. After implementing privacy-preserving techniques across 10+ projects, I’ve learned how to protect sensitive data while enabling AI capabilities. Here’s the complete guide to privacy-preserving AI. Figure 1: Privacy-Preserving AI Techniques Overview Why Privacy-Preserving AI Matters: […]
Read more →Category: IoT Security
AI Governance Frameworks: Implementing Responsible AI
Three years ago, our AI system made a biased hiring decision that cost us a major client and damaged our reputation. We had no governance framework, no oversight, no accountability. After implementing comprehensive AI governance across 15+ projects, I’ve learned what works. Here’s the complete guide to implementing responsible AI governance frameworks. Figure 1: Comprehensive […]
Read more →AI Security Best Practices: Beyond Prompt Injection
Last year, our AI application was compromised. Not through prompt injection—through model extraction. An attacker downloaded our fine-tuned model in 48 hours. After securing 20+ AI applications, I’ve learned that prompt injection is just the tip of the iceberg. Here’s the complete guide to AI security beyond prompt injection. Figure 1: AI Security Threat Landscape […]
Read more →IoT Central–Microsoft’s SaaS solution for IoT
Microsoft has today released their IoT SaaS offering for customers and partners called as “Microsoft IoT Central”. IoT Central enables powerful IoT scenarios without requiring cloud solution expertise and also simplifies the development process and makes customers to make quick time to market solutions, making digital transformation more accessible to everyone without overhead of implement […]
Read more →IoT Security–Essentials–Part 01
Security(Cyber Security) is an essential requirement for any IoT platform or devices or end users and the communication infrastructure. In order to achieve or design best possible security solutions, to avoid some external entity or hacker gaining access to your IoT device or infrastructure, every architect or system designer should do Threat Modeling exercise. As […]
Read more →IoT Jargons – Identity of Things (IDoT)
The Identity of Things (IDoT) is an area involves assigning universal unique identifiers (UUID) with associated metadata to devices and objects (things), to identify, connect and communicate effectively with other machines over the internet or within constrained local network. The metadata included with the UUID characterizes the identity of an endpoint. Identity is an essential […]
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