Production-Grade Computer Vision Pipelines
Moving machine learning models out of the research sandbox into robust, accelerated, and horizontally scalable edge and cloud deployments.
Consulting & Audit
Hourly / T&M
$250 / hour
- ✓Discovery phases & technical feasibility assessments
- ✓Architectural reviews & optimization audits
- ✓Custom CUDA kernel & TensorRT memory bottleneck isolation
- ✓On-demand strategic problem solving
Full Stack Pipeline
Project-Based
$50,000+ / initial milestone
- ✓End-to-end automated visual data pipelines (ETL)
- ✓Custom neural network fine-tuning (Transformers / CNNs)
- ✓Containerized MLOps environment & drift detection monitoring
- ✓Hardened edge 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