Prajwal Kishor Kammardi

SDE II at Amazon AI Platforms

Role
Software Development Engineer Ii at Amazon Web Services (AWS)
Location
Seattle, WA, US
LinkedIn followers
500 followers
Information TechnologyView LinkedIn profile

About Prajwal Kishor Kammardi

Enthusiastic learner motivated to and develop technological solutions through the power of computers and software. Highly analytical with experience in software development, test automation, performance engineering, agile methodologies. My areas of experience and interest include:• Cloud Computing, ETL, Micro Services, Rest API, Mobile/Web Application Development.• Akka, Hadoop, Hive, MapReduce, ETL, Docker, AWS (EC2, EMR, S3, ECR)• Skills include Scala, Java, Python, JavaScript, HTML5, CSS, Basics of Angular, JMeter, Selenium.

Experience

  1. Software Development Engineer Ii

    Amazon Web Services (AWS)

    Jan 2024 — Present · Seattle, WA, US

    Multi-Tenant LoRA Serving in Sagemaker Inference Components: Implemented a high-efficiency serving architecture enabling atomic operations for adapters across SageMaker endpoints. Allowed hosting of thousands of fine-tuned models in a single serving, drastically reducing customer costs.* Designed the tenant assignment and the Capacity reservation piece for a topology based host allocation for AI models for multiple customers. This automated the instances allocated based on heuristics to optimize inference performance and also reduced developer efforts. The overall time to launch model was increased from 1 week to 8 hours.* Infrastructure Automation: Designed a zero-touch pipeline to replicate/patch/update OS images across commercial and restricted regions, reducing engineering effort from 10 days to 1 day.* Sticky Routing Sagemaker Implementation: Enabled stateful inference by routing requests based on sessions, significantly reducing latency by leveraging cached content.* Topology Optimization: Built a host assignment system for Enterprise AI tenants, reducing model launch time from 1 week to 2 days and minimizing hardware errors.

Education

  • KMWA PU College

    Computer Science

    2011 — 2013

  • VVS Sardar Patel High School

    High School

    2008 — 2011

  • Sir M Visvesvaraya Institute Of Technology

    Bachelor of Engineering (B.E.), Computer Science

    2013 — 2017

  • University of Illinois Chicago

    Master of Science - MS, Computer Science

    2019 — 2021

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Prajwal Kishor Kammardi — Software Development Engineer Ii at Amazon Web Services (AWS) in Seattle, WA, US | Unifers