Pranay Karagani
Principal TPM | Foundation Model Training, AI Infrastructure, and GPU Cloud Platforms
- Role
- Principal Technical Program Manager - Ai Training Data Infrastructure at Amazon
- Location
- Bellevue, WA, US
- LinkedIn followers
- 500 followers
About Pranay Karagani
Principal Technical Program Manager with experience leading large-scale AI infrastructure and foundation model training platforms across cloud and hybrid environments. I specialize in owning end-to-end readiness for GPU-based training systems, data governance, security/compliance, and cross-org execution from experimentation and pre-training through evaluation and production release.Previously at Microsoft, I led global infrastructure programs enabling scaled model training and next-generation GPU platforms. Today, I focus on building operating mechanisms, governance models, and delivery systems that allow research, platform, and security teams to move fast while maintaining reliability, compliance, and production rigor.
Experience
Principal Technical Program Manager - Ai Training Data Infrastructure
Mar 2025 — Present · Bellevue, WA, US
Leading Amazon\'s Artificial General Intelligence (AGI) large-scale foundation model training enablement through robust data and infrastructure programs across Pretraining, SFT (Supervised Fine-Tuning), RLHF, and inference stages. Partnering with research, science, and systems teams to deliver reliable data pipelines, distributed training infrastructure, and global replication systemsBuilding and scaling data infrastructure that powers multi-region, multi-terabyte model training pipelines. Compute and storage systems for large-scale training efficiency and reproducibility.Designing frameworks for data versioning, lineage, and validation to guarantee dataset integrity across training stages.Aligning cross-functional teams (ML science, infra, and data) to improve throughput, observability, and reliability of training workflows.Supporting model training lifecycle from dataset curation and preprocessing to fine-tuning, evaluation, and inference deployment.
Education
Jawaharlal Nehru Technological University
Bachelor's degree, Electrical Engineering
2006 — 2010
Western Michigan University
Master's degree, Electrical/Mechanical Engineering
2011 — 2013
Skills
- Python
- Scrum
- Hardware
- Spectroscopy
- Automotive Infotainment
- Wifi
- Gsm
- Agile Project Management
- Rf Engineering
- Project Planning
- Labview
- Vmware Server
- Volte
- Lithium-Ion Batteries
- Integration
- Ios Devices Testing
- Electronics
- Sensors
- Pfema
- Data Analysis
- Microsoft Office
- Pspice
- Automotive Engineering
- Engineering Management
- Microsoft Project
- Customer Relations
- Manufacturing
- Telematics
- Validation
- Program Management
- Defect Tracking
- Customer Program Management
- Advanced Product Quality Planning (Apqp)
- Testing
- Matlab
- Agile Testing
- Project Management
- Test Automation
- C
- Usb
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