Archives: Experience

Experience

Estimator / PE / PM

  • Managed full-cycle projects from cost estimation, PE, and PM to ensure on-time and high quality time completion.

Data Eng / ML Eng

  • Developed Foodie-AI, an ML-powered application for preventative medicine that analyzes dietary and health data to deliver personalized recommendations using SQL, NoSQL (MongoDB), and vector databases for efficient semantic search and retrieval-augmented generation.
  • Integrated LiDAR, MediaPipe, and Three.js systems to resolve landmark scan inaccuracies, enabling precise 3D body modeling, improved pose estimation, and reliable anatomical landmark detection for accurate health metrics.
  • Built scalable stream data pipelines to process unstructured datasets for ML-driven applications helping process TB of data.
  • Implemented autoscaling, monitored with AWS CloudWatch, and collaborated on container security, for the purpose of scalable, and reliable systems

DevOps Engineer

  • Implemented a recommendation ML model coupled with a DevOps approach to orchestrate container deployment on AWS via Terraform.
  • Established CI/CD pipeline and utilized Terraform to automate and have reusable code to automate lifecycle.
  • Implemented autoscaling, monitored with AWS CloudWatch, and collaborated on container security, resulting in an efficient, scalable, and reliable system.
  • Developed a facial recognition system using Siamese neural networks with TensorFlow for application authentication.

Data Scientist/ML Eng

  • Designed and delivered a production-ready ML application for body composition

    analysis, achieving 95% model accuracy through hyperparameter optimization,

    cross-validation, and feature engineering.

Engineer/Data Scientist

  • Led end-to-end engineering and manufacturing of a 3D hollow-tube bioreactorsystem using CNC machining, 3D printing, and Arduino-based sensor integration,

    improving throughput and efficiency by over 10%.

  • Developed real-time computer vision models for natural killer (NK) cell detection inmicroscopy images, enabling semi-automated classification.
  • Designed and implemented closed-loop sensor feedback systems to monitor andcontrol environmental variables (temperature, oxygen, pH).
  • Holder of patent: Device for testing a sample of cells.
  • Collaborated across hardware, software, biology, and business functions; preparedinvestor presentations and communicated technical value to non-technical

    stakeholders.