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Machine Learning & AI

Advanced Computer Vision • Real-time Processing • Local GPU Infrastructure

Real-time Object Tracking System

Professional-grade tracking system built with YOLO v8 - the same technology powering major social media platforms. Unlike cloud-based solutions, this runs entirely on local hardware, providing complete data privacy, zero latency, and no recurring costs. The system maintains precise tracking through complex movement patterns, lighting variations, and camera motion - essential capabilities for production environments.

Fashion Show Tracking - Miami Swim Week

Real-time subject tracking through complex runway footage. The system maintains consistent lock despite rapid movement, varying angles, and dynamic lighting. Processing happens instantly on local hardware - critical for fashion brands requiring immediate turnaround without uploading sensitive content to external services.

YOLO v8 Python Real-time Local Processing

Production-Ready Tracking - Vichi Swim

Demonstrates tracking stability through challenging conditions - subject rotation, camera movement, and environmental changes. The system's reliability makes it suitable for production workflows where consistency is non-negotiable.

Computer Vision Production Ready Automated

FramePack F1 - Automated Content Generation

GPU-accelerated video processing using FramePack F1 technology. This system generates complex effects, seamless loops, and content variations at speeds matching cloud services - but running entirely on local infrastructure. Ideal for high-volume content creation where data security and processing control are paramount.

Boomerang Effect Demo

Boomerang with falling objects overlay. The system processes each frame to add animated elements while maintaining the loop effect.

Python Automated Effects Batch Processing

Automated Overlay Demo

Automated overlay with different objects. Shows the flexibility of the pipeline to handle various effect types.

OpenCV Content Generation Reusable Pipeline

Motion Path Effect

Motion path effect demonstration. Objects follow programmed paths while the base video loops seamlessly.

MoviePy Full Automation Social Media Ready

Production ML Capabilities

Demonstrated expertise in deploying and optimizing machine learning systems for production use

🎬 Advanced Video Generation
Local deployment of state-of-the-art models including Stable Video Diffusion and AnimateDiff. Optimized for consumer GPUs, eliminating cloud dependencies and per-use costs.
🖼️ Diffusion Model Systems
Production deployment of Stable Diffusion, SDXL, and ControlNet. Custom model training for brand-specific requirements. Full pipeline control from training to inference.
🔧 Framework Expertise
Production experience with PyTorch, TensorFlow, and YOLO architectures. Focus on practical implementation and optimization for real-world applications.
⚡ Performance Optimization
Hardware-aware optimization for diverse GPU configurations. Achieving production-grade performance on standard business hardware, not just high-end workstations.
📦 Deployment & Integration
End-to-end deployment from prototype to production. API development, desktop applications, and web interfaces designed for actual users, not just technical demonstrations.
🔄 Pipeline Automation
Self-managing processing pipelines with automatic error recovery and edge case handling. Designed for unattended operation in production environments.

Strategic Advantage: Local-First Infrastructure

While competitors rely on external APIs with recurring costs and data exposure risks, these systems run entirely on proprietary hardware. This approach provides complete data sovereignty, predictable costs, and independence from third-party service availability.

Future-Ready Architecture: As regulatory requirements tighten and data privacy becomes critical, organizations need ML infrastructure they control. This portfolio demonstrates proven capability in building and deploying such systems.

Production Pipeline Components

LoopCraft Studio v5.6
Automated boomerang generation with seamless loop creation. Handles all major video formats with GPU-accelerated processing for rapid turnaround.
Background Removal System v3.0
AI-powered background extraction without green screens. Real-time processing on local hardware ensures complete data security for sensitive content.
VisionTrack Core v2.2
Production tracking system demonstrated in the runway videos above. Maintains stable subject lock through complex motion patterns with sub-pixel accuracy.
Smart Crop Pipeline v2.1
Intelligent auto-cropping with subject-aware framing. Reduces manual editing time by automating focal point detection and dynamic reframing.
Frame Editor v1.0
Manual refinement interface for frame-level adjustments. Essential for quality control in production pipelines where accuracy is critical.
Batch Processor GUI v1.0
Enterprise-grade batch processing with intuitive interface. Handles queues of 100+ videos with progress tracking and error recovery.