🏢 RIOS Intelligent Machines

🌐 Company: https://rios.ai/

🔷 Role: Senior Machine Learning Engineer

Type: Contract

📅 Duration: [November 2024 - Present & 2022-2023]

Developing advanced computer vision and ML infrastructure for robotics applications at RIOS Intelligent Machines

🚀 Key Projects

1. Metaflow Workflow for Video Processing & Anomaly Detection

Project Overview: Redesigned video processing pipeline using Metaflow to create scalable, reproducible ML workflows for anomaly detection.

Technical Implementation:

• Refactored standalone scripts into structured Metaflow workflows with clear separation of concerns
• Implemented YOLO-based frame filtering with configurable confidence thresholds
• Created parallel processing architecture using FrameServerHandler for improved throughput
• Added Kubernetes support for elastic scaling of computation resources
• Integrated comprehensive logging and statistics tracking for performance monitoring

Impact: Enabled reliable, scalable processing of video data across multiple environments from development to production.

2. Dynamic Dataset Management System

Project Overview: Created advanced data handling infrastructure for sequential video data with temporal relationships.