I will deploy your machine learning model as a scalable API

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avtarsingh1122
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avtarsingh1122
Avtar S

About this gig

Have a trained model but no way to serve it? I turn ML models into fast, reliable APIs. With 9+ years in backend and ML infrastructure, I have built defect-detection inference platforms and cut API latency by 45 percent.


WHAT I DELIVER:

  • Serve models as FastAPI endpoints (PyTorch, ONNX, scikit-learn, TensorFlow)
  • - TorchServe and ONNX Runtime optimization for speed
  • - Dockerized inference with preprocessing and input validation
  • - Deployment to AWS Lambda, ECS or GPU instances
  • - Monitoring, logging and load testing so it holds up in production

Every order includes full source code and a clear deployment guide. Share your model and target latency or traffic and I will recommend the right package.

Get to know Avtar S

Avtar S

Senior Backend and Cloud Engineer, Python, AWS, APIs, Automation

  • FromIndia
  • Member sinceApr 2026
  • Avg. response time1 hour
  • Languages

    Hindi, Punjabi, English
Senior software engineer with 9+ years building high-performance backends, cloud infrastructure, and automation. I design and ship Python and FastAPI APIs, AWS serverless systems (Lambda, ECS, SQS), Docker and CI-CD pipelines, ClickHouse and PostgreSQL data platforms, web scrapers, and ML model deployments. I have cut API latency by 45 percent, sped up analytics 10 to 100x, and delivered production systems end to end. If you need clean, scalable, well-tested code delivered on time, let us talk.

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