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Paul Ryan's Projects

camera-traps icon camera-traps

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cifar-10-100 icon cifar-10-100

Pytorch based tools for experimenting with the cifar-10 and cifar-100 datasets

inference-onnx icon inference-onnx

Export PyTorch to ONNX and run inference in containerized environments.

inference-tensorrt icon inference-tensorrt

Convert ONNX models to TensorRT engines and run inference in containerized environments

learn-slurm icon learn-slurm

Build a simple slurm cluster in AWS. Automated build and setup - three commands and you have a working system.

linux-nfs-cache-demo icon linux-nfs-cache-demo

Demo setup of nfs client/server with an nfs cache (FS-Cache/cachefilesd) in between. Client and server sites in different VPCs/different regions, connected via wireguard VPN.

megadetector-v5-onnx icon megadetector-v5-onnx

Instructions to export megadetector v5 from PyTorch to ONNX and tools to use the exported model.

onnxruntime icon onnxruntime

ONNX Runtime: cross-platform, high performance ML inferencing and training accelerator

pi-camkit icon pi-camkit

Build custom RaspberryPi camera capture tools with configuration files.

pi-kubernetes icon pi-kubernetes

Kubernetes cluster for learning/testing on RaspberryPi servers. Both single controller and HA configurations supported.

pi-multicapture icon pi-multicapture

Record images from multiple picamera2/nvargus cameras on a central storage server.

pi-remotecam icon pi-remotecam

Client/Server application to view images from a remote RaspberryPi on a Laptop.

s3backup icon s3backup

Run client side encrypted backups using AWS S3. Tools to backup, restore and manage job configurations.

s3blast icon s3blast

Multi-threaded uploading to an s3 or r2 bucket. Single file or full directory hierarchy.

samba-cluster icon samba-cluster

Example network/samba setup for a multi-site studio built in aws.

simple-camcal icon simple-camcal

Tools using OpenCV to calibrate a Jetson Nano camera to correct for geometric distortions.

studio-api icon studio-api

Skeleton gRPC API server using mTLS for authentication and LDAP group membership for authorisation.

wireguard-mesh-aws icon wireguard-mesh-aws

Example wireguard vpn mesh setup on aws ec2. Automated build with terraform and ansible.

yolov7 icon yolov7

Implementation of paper - YOLOv7: Trainable bag-of-freebies sets new state-of-the-art for real-time object detectors

yolov7-training icon yolov7-training

A clean, modular implementation of the Yolov7 model family, which uses the official pretrained weights, with utilities for training the model on custom (non-COCO) tasks.

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