AI & Machine Learning Services for Rugby 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 Rugby 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 Rugby 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 Rugby 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 multidisciplinary Australian engineering and product development company established in 2001, COLETEK is proud to be serving businesses across Rugby, New South Wales, Australia. Our team of experienced engineers and innovators has earned a reputation for delivering high-quality solutions that meet the unique needs of local businesses. Now, we're extending our reach to provide unmatched support to entrepreneurs, manufacturers, and service providers in Rugby, ensuring their success through collaboration, capability, and reliability. As a trusted partner in innovation, COLETEK brings cutting-edge expertise to Rugby, New South Wales, Australia. Our expertise spans multiple disciplines, from designing and developing new products to enhancing the performance of existing ones. With our local presence operating throughout Rugby, New South Wales, Australia, businesses can now enjoy seamless access to our engineers' collective experience and knowledge. At COLETEK, we don't just offer engineering services – we empower businesses across Rugby, New South Wales, Australia by providing tailored solutions that address their specific challenges. By understanding the unique regional dynamics, cultural nuances, and market requirements of Rugby, our experts can develop products and solutions that meet the exacting standards of local businesses. As a testament to our commitment to excellence, COLETEK has established itself as a reliable partner in product development, engineering, and innovation nationwide. Our reputation is built on trust, collaboration, and capability – qualities that have earned us the respect of clients across Australia, including Rugby, New South Wales, Australia. By working with COLETEK, businesses in Rugby, New South Wales, Australia can tap into our knowledge and expertise to bring their products and services to new heights. Whether it's a startup looking to gain traction or an established player seeking to improve efficiency and performance, our multidisciplinary team is poised to provide tailored solutions that drive success. ```