SystologyMedia
- Global CDN Media Serving
—
caching
,
media
,
monitoring
and +2 more
A robust edge-optimized CDN-backed media delivery architecture; designed explicitly for seamless, highly available global media serving with completely decoupled background upload processing.
- Media Analysis
—
feature-extraction
,
media
Best practices for resilient media feature extraction pipelines; ensuring stable representation schemas, choosing between streaming and batch modes, enforcing metadata preservation, and performance engineering.
- Photohaul
—
deduplication
,
extensibility
,
media
and +1 more
A robust Java-based tool engineered for seamlessly organizing and migrating extensive photo collections; featuring rigorous deduplication, automatic metadata preservation, and resumable execution.
- Video Analysis
—
extensibility
,
feature-extraction
,
media
and +1 more
An exploration of multimodal video feature extraction comparing Apple-native frameworks (Vision, AVFoundation, Core Image) against cross-platform C++/Python toolchains (OpenCV, pybind11) for ML prep.
- Video Transcoding & Streaming Pipeline
—
data-pipelines
,
distributed-systems
,
media
and +1 more
An inherently scalable video ingestion and transcoding system architecture; asynchronously chunking heavy media, extracting actionable features, and steadily outputting adaptive bitrates via worker pools.