Shreyas Reddy
Machine Learning Engineer | Udemy Instructor | Kaggle Master (top 0.1% in the world) | AI practitioner
- Role
- Machine Learning Engineer Ii at Centene Corporation
- Location
- Austin, TX, US
- LinkedIn followers
- 500 followers
About Shreyas Reddy
Greetings, I\'m Shreyas Reddy, a dynamic computer science professional fueled by a fervent…
Experience
Machine Learning Engineer Ii
May 2024 — Present
Designed an API from scratch that classifies 16 medical document types based on images requests.• Retrained model classifier achieving SOTA results using regional stacking/generalization of images.• Optimized the SOTA model to outperform previous model by 4% while reducing parameters by 63% and input image resolution by 25%• Reduced the response time by 64.7% to abide by SLA API standards• Developed an NLP API for key-value extraction from unstructured documents, reducing manual entry time by 70% • Integrated the API with existing claims processing workflows, enabling automated extraction from 7M+ documents monthly• Refactored a legacy OCR solution with memory optimizations reducing memory footprint by 45% while handling 3x larger batches• Redesigned API’s data persistence layer with caching and fallback mechanisms, reducing output latency by 40% with 99.5% uptime
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