Building the next generation AI Platform at LinkedIn enabling creation of Foundation AI models, which in turn serves the needs of 1B+ Million members. Leading ML and AI Platform team at LinkedIn building Distributed Training, Machine Learning Pipelines, Generative AI, LLMs, GNNs etc. Leading and building LinkedIn AI Infra on state of the art GPUs and network, and GAI-LLM Platform for fine tuning, reinforcement learning, model deployment etc scaling to thousands of GPUs and multi-billlion parameter models- Scaled LinkedIn GPU fleet by 6X, incorporating latest A100 and H100 GPUs- Drove AI Platform Infrastructure with 64X GPU Network bandwidth, 20X faster multi-node training, 15X larger training data processing, 180X larger model trained, 20X growth in running jobs.- Scaled Model Training Platform to train 180X larger models, running 50K + monthly runs, growing at 6XYoY, leading to 1M+ Training runs- Launched LinkedIn LLM Training, Fine tuning, evaluation and GAI platform- Launched next generation of LinkedIn AI Pipelines platform- Launched LinkedIn Incremental Training and GNN Platform- Launched LinkedIn GPU efficient runtime, Liger, leading to 350K+ downloads, 300% efficient Training- Driving efforts for LinkedIn Multi-Agent Frameworks

CTO, Distinguished Engineer and Executive Director for IBM Watson Data and AI Open Technology, responsible for Watson Core Platform Open Technology strategy, architecture and execution, delivering joint IBM Watson technical roadmap and products - Working with Watson customers and partners - Leading IBM leadership and engagement in Linux Foundation Data and AI, Trusted AI (AI Fairness, Robustness and Explainability) and MLOps (Kubeflow, ML Pipelines, ML Serving) communities.LinuxFoundation AI and Data Trusted AI NA ChairWatson AI and Data TSC ChairWatson Core Open Technology CTOIBM Kubeflow LeaderFounder, KServeFounder, Kubeflow Pipelines on Tekton

IBM Chief Architect, STSM and Program Director for Data and AI Platform•Leading multiple initiatives around IBM Watson and AI technologies like Kubeflow, Trusted AI (AI Fairness, Robustness and Explainability), TensorFlow, PyTorch etc. built on Cloud technologies like Kubernetes, KNative, Istio etc. • Leading IBM Data and AI Open Source and Product strategy and implementation. Leader for IBM Kubeflow engagement, working in conjunction with Kubeflow Community, Watson Studio, Watson Machine Learning and IBM Research teams. •North America chair for Linux Foundation Trusted AI. Leading AI Fairness 360 (AIF360) in conjunction with Trust and Transparency (part of AI OpenScale), announced at AI Summit, San Francisco. In addition, also lead the launch of open source Adversarial Robustness Toolbox (ART), working in conjunction with Watson OpenScale •Working with community partners like Google, Microsoft, Seldon, Bloomberg, Cisco Uber, Facebook etc. •Representing IBM in Kubernetes Machine Learning group, leading MLOps sig in CD Foundation. • Collaborating extensively with IBM Research and Watson team to drive the launch in time, ensuring legal, technical, and communication efforts are all delivered in time leading to the launch

Containers, Microservices and Serverless are the lynchpin of IBM Cloud technology. In this role led efforts to create exciting technologies using our Containers, Microservices and Serverless platforms based on Kubernetes, OpenWhisk, Istio, Cloud Foundry etc.Drove strategy, architecture and implementation for various features for IBM Cloud Platform based on Cloud Foundry, Docker, Kubernetes, OpenWhisk etc.Led various positions as engineering and business leader recognized for technical achievements, business results, inventions, patents, publications or influence on IBM's technical strategy, architectures, standards, and tools. Led architecture and implementation for Bluemix features, a multi billion dollar investment by IBM based on Cloud Foundry, OpenStack and DockerProven track record of driving design and implementation of Private and Public Cloud solutions from concept to production stage, and managing business partnerships• Leading design and development of integration services for IBM BlueMix, IBM PaaS offering based on CloudFoundry http://bluemix.net/• Led the design, development and launch of Bluemix Localhttps://www.ibm.com/blogs/bluemix/2015/10/bluemix-local-architectural-overview/• Deployment Implementation for IBM Cloud Manager with OpenStack, IaaS offering based on OpenStack• Led the design and development of first version of IBM Public Cloud Offering, IBM Smart Cloud Enterprise https://www-147.ibm.com/cloud/enterprise/dashboard• Design and development for major IBM Cloud ProductsIBM Workload DeployerIBM PureApplication SystemsIBM Service Delivery ManagerIBM Cloudburst• Indepth experience of IBM WebSphere and Tivoli Cloud Offerings, with expertise in VMWare, Google and Amazon Cloud Computing Products and solutions• Indepth technical, marketing and strategic knowledge of• OpenStack• Cloud Foundry• Amazon EC2, S3, Cloud Formation and Beanstalk• Google App Engine • VMWare VSphere and ESX• Rackspace• Microsoft Azure

Primarily responsible for assisting and supporting Development, Quality Assurance, and pre-Sales activities as they relate to the deployment and support of Viewlocity’s Supply Chain Management Software. Viewlocity helps over 70 companies run their supply chains more effectively. Leading companies using Viewlocity’s products include Dell, Nissan, Menlo Worldwide, and the Ford Motor Company. Responsibilities: • Interacting with Business Analyst to gather requirements.• Responsible for analysis, design and development of a report generation tool using MVC architecture.

Handling all the technical issues and problems related to UTD website, 802.1x setup on 802.11b & 802.11g wireless UTD Network, UTD LAN and WAN, and Windows and UNIX labs. Guiding students through using applications and accessing campus resources like FTP, SSH, IMAP, POP, Pine, Outlook, Wireless Client Mangers, Exchange server. Detecting and cleaning Virus on computer through Norton or MacAfee.

Supporting Wireless Networking products of Compaq and HP. like CP2E, CP2W, Wireless cards, Compaq Presario desktops, laptops with Windows XP, 2000, NT, ME. Handling all the issues, including troubleshooting, reinstallation, setting up small LANs with wired, wireless access points using 802.1 x authentications