AI & Machine Learning Services for Arkstone Experts – Practical, Applied AI

At COLETEK, we bring decades of hands-on experience delivering real-world artificial intelligence and computer vision systems. Whether you're located for Arkstone or anywhere globally, our AI solutions are designed for embedded, edge, and industrial deployment.

Our CTO, Luke Cole, began engineering AI and robotics as a teenager in 1998. He worked at leading institutes such as CSIRO, NICTA (now Data61), Seeing Machines, and ANU Robotics System Lab, contributing to early self-driving cars, custom AI libraries, and mobile robot autonomy before ROS and OpenCV were even invented.

Luke also worked at Hemisphere GPS (formerly BEELINE, now AgJunction) as a Robotics Engineer, implementing GPS-guided autonomous systems used by hundreds of agricultural vehicles worldwide.

Meanwhile, Lance Cole has worked in advanced military-grade embedded systems, including on the US military's CROWS program at EOS. He brings deep experience in electronics and embedded hardware for AI.

Our team specialises in applied (narrow) AI, particularly in embedded vision, robotics, and real-time decision-making. We’ve built AI systems using:

• Neural Networks (Perceptron, Sigmoid, ReLU, CNNs, RNNs, Transformers)
• Machine Learning (ML), Deep Learning (DL), and Reinforcement Learning
• Backpropagation, Stochastic Gradient Descent (SGD)
• Image Processing: HAAR, HOG, LBP, PCA, CLAHE, Hough, Template Matching
• Object Detection: YOLOv10, EfficientDet, Faster R-CNN, Mask R-CNN
• Frameworks: TensorFlow, Keras, PyTorch, Caffe, ONNX

We’ve deployed AI models on cost-effective platforms like the Raspberry Pi, and optimized high-performance systems using NVIDIA Jetson (Nano, Xavier, TX1) and NVIDIA Tesla V100 GPUs. Our team understands both the constraints of edge devices and the throughput of datacenter-grade accelerators.

Applications of our AI & Machine Learning Services for Arkstone services include:

• Smart agriculture & plant recognition (99%+ accuracy on edge)
• Autonomous vehicle vision & embedded localisation
• Industrial automation & object detection
• AI-powered road signs & hazard detection
• Wildlife monitoring & pest targeting with gimbal vision
• Face, voice, and optical character recognition (OCR)
• Natural language interfaces (Open WebUI + open-source LLMs)

• Edge-first philosophy: We specialise in systems that work offline, on-site, and in real time.
• Custom hardware integration: Cameras, sensors, motors, GPUs, embedded Linux.
• Transparent, ethical AI: Locally hosted, explainable, privacy-conscious.
• Decades of real deployment: From paddocks to highways to defense environments.

If you're based in for Arkstone or anywhere globally and need help with robotics, machine vision, or embedded AI, we’d love to hear from you. We speak your language, whether it’s TensorFlow code, NVIDIA CUDA pipelines, or low-level embedded C on ARM systems.

Contact COLETEK today to see how our AI expertise can power your next product or platform.

As a trusted partner for businesses across Arkstone, New South Wales, Australia and throughout the nation, COLETEK is dedicated to delivering innovative solutions that drive growth and success. With over 21 years of experience as a multidisciplinary Australian engineering and product development company established in 2001, our reputation for reliability, collaboration, and capability has earned us a national presence. Based in Arkstone, New South Wales, Australia, we're committed to supporting local enterprises like yours. Our team of experts understands the unique challenges and opportunities that arise from operating in this region. By leveraging our collective expertise across multiple disciplines, we can help your business thrive, backed by a deep understanding of the regional landscape. At COLETEK, we take pride in our ability to collaborate with clients, unlocking their full potential through tailored solutions. Whether you're looking to improve operational efficiency, develop new products or services, or enhance customer experiences, our experienced engineers and product development specialists are here to help. By embracing our passion for innovation and dedication to delivering exceptional results, we can help your business in Arkstone, New South Wales, Australia overcome any obstacle and achieve its goals. As a trusted partner, COLETEK is committed to supporting businesses of all sizes and industries across Arkstone, New South Wales, Australia, providing the expertise, resources, and local understanding required to drive success. Operating throughout Australia, we're proud to serve as an integral part of the national business landscape.