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donapati sumanth

@donapatisumanth

ML Engineer building production GenAI systems at scale — from serverless inference pipelines to enterprise video/image generation workflows

India

Message

What I'm looking for

I am looking for a role that fosters innovation and collaboration, where I can apply my skills in machine learning and AI to solve real-world problems while continuing to grow professionally.

I'm a Machine Learning Engineer with 3.5+ years specializing in production GenAI systems for image and video generation. At Segmind, I led infrastructure work that cut GPU costs by 90% while scaling to 250+ models serving 50K+ daily requests. I also developed revenue-critical workflows (faceswap, virtual tryon, comic generation) contributing ~30% of company revenue and served as solution architect for enterprise clients across verticals like NFT minting (500K+ requests), product photography, and e-commerce.

My technical focus includes serverless inference/training pipelines, model optimization (TensorRT), and full-stack ML deployment. Previously, I built medical imaging pipelines at Onward Health for cancer biomarker detection and automated cell counting. I enjoy the full spectrum from research prototyping to production systems and love working on problems that require both deep technical work and business impact thinking.

Experience

Work history, roles, and key accomplishments

Current

Machine Learning Engineer

Current

Segmind Inc

Sep 2023 - Present (2 years 5 months)

Built and deployed generative AI workflows to address real-world industry use cases. Developed and maintained serverless APIs for inference of generative models and training pipelines for models like Flux and SDXL.

Generative AI Serverless Diffusion Models Technical Support

Machine Learning Engineer

Onward Health

Jun 2022 - Aug 2023 (1 year 2 months)

Built a production-grade segmentation model to detect PD-L1 expression in breast cancer WSIs. Developed a blood cell counting pipeline using object detection and instance segmentation.

Segmentation Object Detection

Machine Learning Research Intern

Onward Health

Jan 2022 - Jun 2022 (5 months)

Prototyped a CNN-based tumor heatmap model (89% accuracy) and visualized tumor regions on Whole Slide Images to assist pathologists in early diagnostics. Curated training data for PD-L1 segmentation by extracting tumor regions from large histopathology WSIs.

CNN Tumor Heatmap Data Curation

Data Science Intern

Sophos Knowledge Services

Nov 2021 - Jan 2022 (2 months)

Explored ML approaches for cost prediction in the project Machining Price Estimation using Blueprints. Wrote eight technical blogs on data science topics for the company’s knowledge platform.

Machine Learning Cost Estimation Technical Blogging Data Science Kaggle

Education

Degrees, certifications, and relevant coursework

ICFAI University

B.Tech, Mechanical Engineering

Grade: 9.4/10

Studied Mechanical Engineering, gaining a strong foundation in engineering principles and problem-solving. Achieved a high academic standing with a CGPA of 9.4/10.

Toppers Junior College

Intermediate, General Studies

Grade: 95.1%

Completed intermediate education at Toppers Junior College, focusing on core subjects and achieving a strong academic performance. Graduated with a percentage of 95.1%.