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
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 is not all about Cloud
Recent past, I had multiple discussions with many tech forums and many people have a misconception about IoT and Cloud. Some think whenever we do something like blinking an LED with Raspberry Pi or Arduino is IoT. I just thought of sharing some of my viewpoints on these terminologies. Internet of Things(IoT) – refers to […]
Read more →Microsoft Professional Program for Data Science
Microsoft has come up with a new program to bring in more skilled people to the field of Data Science by providing them the right training on right set of tools. Microsoft has put together a curriculum to teach key functional and technical skills, combining highly rated online courses with hands-on labs, concluding in a […]
Read more →Introduction to Data Science
We all have been hearing the term Data Science and Data Scientist occupation become more popular these days. I thought of sharing some light into this specific area of science, that may seem interesting for rightly skilled readers of my blog. Data Science is one of the hottest topics on the Computer and Internet nowadays. […]
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