Production-Grade Computer Vision Pipelines
Moving machine learning models out of the research sandbox into robust, accelerated, and horizontally scalable edge and cloud deployment topologies.
Consulting & Audit
Hourly / T&M
$250 / hour
- Discovery phases & technical feasibility assessments
- Architectural reviews & optimization audits
- Custom CUDA kernel & TensorRT memory bottlenecks isolation
- On-demand strategic problem solving
Full Stack Pipeline
Project-Based
$50,000+ / milestone initial
- End-to-end automated visual data pipelines (ETL)
- Custom neural network fine-tuning (Transformers / CNNs)
- Containerized MLOps environment & drift detection monitoring
- Hardened edge deployment deployment or auto-scaling cloud microservices
Leadership & Scale
Fractional CTO / Lead
$8,500 / month retainer
- Dedicated strategic tech governance (10-15h/week)
- Oversight and code reviews for in-house engineering squads
- Infrastructure partner vetting and vendor negotiations
- Critical production incident escalation priority
Hardened Production Stack
PyTorch
TensorRT
CUDA
OpenCV
Docker / K8s
NVIDIA Jetson / Triton
AWS / GCP MLOps