AI is a transformative technology that has the potential to solve challenges that could not be addressed before, leading to massive productivity gains. But AI (and specifically Generative AI) has an accuracy problem... For large Enterprises to adopt AI, they need reliable, predictable results that solve their business challenges. Having worked in AI (Convolutional Neural Networks and now Transformer models for computer Vision problems) for over 10 years, I know first hand that accuracy is the crucial piece of the puzzle to unlock business value. When a model (or solution that uses many AI models) is 80% accurate, it is just a demo. When the system crosses 95% accuracy, something magical happens and there will be massive productivity gains delivering meaningful business results... That is the journey, we are on... It is exciting times indeed !

Bringing the best AI-based Video Analytics for Security Cameras including License Plate Recognition, People & Vehicle Analytics. Enabling a transformation in the use of Security Cameras from just video viewing to metadata-based search and real-time alerts... We are just getting started !

Growing the award-winning Uncanny Vision team from a 5 people to a strong 60+ member team and building awe-inspiring AI-based video analytics products that are trusted customers from Japan, India, EMEA to North America to transform their businesses. Strong validation of our Edge AI Technology from domain experts in Smart Parking, Intelligent Transportation, Smart Security, Smart Retail is a matter of great pride.In our initial journey as a Computer Vision services provider, worked with customers like Mercedes Benz, Denso, Fujitsu, Renesas, Orix, Accenture to design Smarter, Safer products by adopting the right Vision technology - either traditional image processing & vision algorithms that are available with our UncannyCV SDK or the newer, more flexible Deep Learning-based UncannyDL SDK. Helping customers target these cross-platform Computer Vision libraries for Mobile, Web or Embedded platforms running different OSes like Android, iOS, Linux, QNX, GreenHills Integrity or other RTOSes. Worked with Engineering to optimize Vision algorithms for embedded platforms to meet customer real-time performance requirements on ARM Cortex-A series SoC or Programmable SoCs like Zynq with FPGA fabric.

Delivered FPGA, SoC and Embedded Systems Training to 1000+ Engineers working at 100+ companies since Sep 2012. Delivered live hands-on training to leading engineering companies in wide range of markets including Defense, Space, Industrial, Medical, Consumer, Communications companies. Evangelized the use of FPGAs and Programmable SoCs at leading conferences organized by CMP Media (EETimes), EFY (Electronics for You) as well as Universities in India.Following is a list of key companies trained: Defense: DRDO (multiple locations), Honeywell. Space: ISRO (multiple locations), NAL, Team Indus. Industrial: ABB, GE, Schlumberger, BEL. Medical: Siemens, Covidien. Consumer: Path Partner, San Disk. Communications: Cisco, Tejas Networks, CDoT, Infinera. Services Companies: HCL, Wipro, TCS, Sasken, MindTree, Ittiam, eInfoChips.Provided design consultancy on use of Zynq Programmable SoC Devices to following companies1) San Disk2) CG CoreEL / Sandeepani3) Xilinx4) Path Partner5) Uncanny Vision6) Cisco

Played critical role in successful launch of Zynq-7000 processing platform: - Defined & Managed delivery of Targeted Reference Designs demonstrating the value of integration of Dual Cortex-A9 processors and FPGA fabric in Zynq for high performance Linux-based video applications by working with Apps & Software Engg teams. - Delivered Training & Support for 20+ Ecosystem Partners (Engineers) on Architecture, Hardware & Software Tool flow and Target applications for Zynq-7000. - Delivered Training for 500+ sales force on key Embedded Software & System needs for Zynq customers. - Delivered in-depth Zynq presentations and intuitive demonstrations to 100+ customer companies impacting strategic design wins. Nominated by Sales teams for Annual Award as key go-to-guy in Marketing for processing solutions. - Evangelized path-breaking integration of ARM processors + FPGAs by delivering intuitive presentations to 1000s of Engineers worldwide.Setting strategic directions in design methodology, software frameworks and system architecture for Xilinx Processing Platforms (Zynq-7000 EPP with ARM Cortex-A9 and FPGAs with MicroBlaze soft processor) to address unmet customer requirements in existing and evolving application areas. Responsible for market analysis, product planning and competitive analysis for Xilinx in the embedded processing market in order to expand the addressable market. Also responsible for product definition (writing MRD, SoW) & management of reference designs, HW/SW development kits, SDK toolsuite and Open Source Linux stack for Zynq-7000 platform.

Product Management for Targeted Design Platforms (Dev Kits) for Embedded Processing using Xilinx FPGAs that integrate FPGA silicon, IP, hardware/software tools, boards, reference designs and ecosystem OS/RTOS BSP support. "Cradle-to-grave" responsibility including Technical Marketing (MRD, SOW), Product Marketing (Pricing, Positioning) and Outbound Marketing (Promotion) for the embedded design platforms. Developed design platforms for Xilinx Virtex-5 FXT, Spartan-6 and Virtex-6 FPGAs. Significantly improved out-of-box experience and ease-of-use for new customers - based on independent validation. Managed successful go-to-market campaigns by equipping sales teams with right training/collateral and getting broad industry coverage via EETimes/Techonline webcasts, magazine articles and technical conferences. Established detailed metrics to track customer usage of development platforms. New development platforms resulted in multi-million dollar increase in revenues and increased customer adoption of FPGA-based embedded platforms in new applications.Received Innovation Award and Internal Venturing funding consideration for new cloud computing methodology to reduce design time. Created working prototype and complete business plan.

Management of Debug and Simulation tool development for Xilinx embedded solutions. Working with an extremely dynamic team, successfully delivered innovative SoC debug technologies like "Platform Debug" for JTAG-based HW/SW debug and "Virtual platform" for system simulation. Worked closely with marketing, sales and customers on key design wins for Xilinx.Received Xilinx Embedded Division Achievement Award for 2005, 2006. Filed 2 patents related to embedded processing methodologies.

Development of tools and hardware reference designs for MicroBlaze soft processor. Development of rapid FPGA-based SoC integration toolsuite called Embedded Development Kit.Received International Engineering Council (IEC)'s Design Vision award for Platform Studio Toolsuite (XPS/EDK). Filed 1st US Patent for efficient debug/trace methodology for embedded processors.

Development of the MicroBlaze soft processor architecture, related compiler, debugger, simulation toolchain and software drivers & libraries. Development of system-on-chip reference designs using Spartan-II and Virtex-II FPGAs. Board bringup and system design with PowerPC405-based Virtex-2 Pro FPGAs.Received prestigious EDN Magazine's Hot 100 Products award for MicroBlaze processor. Also received Xilinx's top technical award - Ross Freeman Award for Innovation (Runner-up) in 2002.