Resilient machine learning over unreliable edge networks. Generative and natural language conversational AI for reducing end-user cognitive load.

Technology consultant for several companies and governments as a subject matter expert (SME) in cognitive wireless networking, wireless spectrum related issues, text mining and data analytics. As a SME I have :---written or provided significant inputs to vision documents on dynamic spectrum access in 5G architecture---developed dynamic spectrum management and sharing architecture for public safety communications and innovative monetization models for operators---developed machine learning algorithms and networking protocols for dynamic spectrum access---data analytics and text mining algorithms for Fintech risk and compliance, business process automation using machine learning---evaluated technology road map of startups for investors

Strategy, assist in developing an international network of startup mentors and early stage investors.

The NSF SAVI: Institute for Cognitive Networking (iCON) brings together a consortium of universities, industry, NGOs and governments to solve challenges in low cost wireless broadband R&D that exploit wireless spectrum white spaces through dynamic spectrum access/sharing/management or other means. Initial focus is on collaborations between the U.S. and S. Africa that in due course is expected to be expanded to other African countries and beyond.Interested universities, industry, NGOs and government entities are welcome to join iCON and participate in its activities. See the website for further details.

SpiderRadio is a cognition based dynamic spectrum access wireless network. Patent pending algorithms of SpiderRadio cover spectrum sensing, MAC layer, Layer 2.5 and Layer 3.5.The algorithms are backed by strong research funded by different U.S. federal agencies. SpiderRadio has the capability to operate in several spectrum bands including the T.V. white space. SpiderRadio has been successfully demonstrated in various academic and U.S. government venues with applications ranging from inter-operable public safety communications, interference mitigation in home wireless networking, reliable and very high quality wireless video streaming, rural broadband connectivity, etc.

Jaasuz is a start-up company that provides advanced data mining algorithms and software technologies for text anaytics to detect/predict various types of behavioral patterns for enterprise risk management, ecomm surveillance, social media (e.g, Facebook, Twitter, craigslist) andInternet (e.g., email, blogs).For example, Jaasuz's solutions can detect many forms deceptive behavior from data include: lying, impersonation, gender falsification, malicious sexual intent, falsifying profile information, and coded communications.