PYTORCH // COMPUTER VISION // PREDICTIVE ANALYTICS
TIMELINE: 4–8 weeksFROM $5,000Applied AI/ML in Web & Apps
Custom deep learning and machine learning models trained on proprietary datasets and optimized for ultra-low latency on edge devices and GPU clusters.
Core Deliverables
✓Custom PyTorch convolutional & transformer models
✓Computer vision (object detection, image segmentation)
✓Collaborative filtering & vector recommendation engines
✓ONNX Runtime quantization & edge inference
✓FastAPI microservices wrapped in Docker containers
Architectural Guarantees
▸INT8 post-training quantization reducing model memory footprints by 75%
▸CUDA-accelerated microservices with auto-scaling Kubernetes worker pods
▸End-to-end MLflow experiment tracking and model registry