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Sadha Alla

Mid-level Software Engineer specializing in Java microservices and ML model integration

Berkshire HathawayRoosevelt UniversityChicago, IL5 Years ExperienceMid LevelWorks On-Site

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About

Backend/ML platform engineer who owns end-to-end delivery of ML-serving APIs (FastAPI + TensorFlow) and runs them reliably on Kubernetes using ArgoCD GitOps. Has hands-on experience solving production-only issues (probe tuning for model warm-up, resource profiling) and building scalable Kafka streaming pipelines, plus supporting phased on-prem to AWS migrations with dependency discovery and recreation of hidden jobs/workflows.

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Key Strengths

  • End-to-end ownership of Python ML-serving API (FastAPI + TensorFlow)
  • Production hardening of ML services (input validation/preprocessing to address training-serving skew)
  • Kubernetes deployment expertise (Helm, autoscaling, resource tuning, probes, rolling updates)
  • GitOps/ArgoCD CI/CD implementation with automated sync and rollback
  • Diagnosing and fixing production-only deployment issues (warm-up CPU spikes causing restart loops)
  • Designing scalable Kafka pipelines (partitioning, batching, retries, DLQ, lag monitoring)
  • Phased on-prem to AWS migration planning with dependency mapping and parallel run/cutover

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Experience

Software EngineerBerkshire Hathaway · Jul 2024 – Present
Software EngineerBrainByte Infotech · Jan 2022 – Jul 2023
Java DeveloperAdons Softech · Jul 2020 – Dec 2021

Education

Roosevelt Universitymaster, Computer Science (2024)
Priyadarshini Institute of Science and Technology for Womenbachelor, Electronics and Communication Engineering (2022)

Languages

English

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Connect with Sadha

Sadha already has a relationship with Reval, so a warm intro from us gets a much better response than cold outreach.

Typically responds within 24 hours

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Sadha AllaMid-level Software Engineer specializing in Java microservices and ML model integration