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Mounica Dasari

@mounicadasari

I build computer vision models for real-time edge and cloud perception.

United States
Message

What I'm looking for

I'm looking to build and deploy high-performance computer vision and machine learning systems, particularly for real-time perception on edge and cloud platforms, while collaborating with cross-functional teams on production-scale AI solutions.

At EY, I develop CVML perception models for segmentation and depth estimation, improving system accuracy by over 15% in complex production environments and reducing real-time inference latency by 20%.

I build robust training and full-stack ML pipelines spanning data ingestion, model training, testing, and production deployment across edge and cloud systems. I use Python, PyTorch, and TensorFlow to optimize DNNs on large-scale datasets.

Previously at Tech Mahindra, I developed foundational computer vision models, improved baseline performance by 10%, and supported deployment for client projects. I work closely with cross-functional teams to integrate reliable perception models into production solutions.

Experience

Work history, roles, and key accomplishments

EY (Ernst & Young) logoEY
Current

Machine Learning Engineer

Jan 2024 - Present (2 years 7 months)

Developed advanced CVML models for perception tasks including segmentation and depth estimation, enhancing system accuracy by over 15% in complex production environments. Engineered robust training pipelines and full-stack ML pipelines for production-scale deployment on edge and cloud systems, optimizing DNNs to achieve a 20% reduction in inference latency.

Education

Degrees, certifications, and relevant coursework

Central Michigan University logoCU

Central Michigan University

Master of Science, Computer Science

Pursued a Master of Science in Computer Science at Central Michigan University.

Tech stack

Software and tools used professionally

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