AI & Machine Learning Services for Winton 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 Winton 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 Winton 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 Winton 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 the heartbeat of rural New South Wales, Winton is a thriving community that relies on innovative thinking and bold entrepreneurship to drive its economy forward. At COLETEK, we're proud to be part of this movement, serving businesses across Winton, New South Wales, Australia with our multidisciplinary engineering and product development expertise. Established in 2001, COLETEK is a trusted national player with a reputation for reliability, collaboration, and capability that knows no bounds. Our team of experts has worked tirelessly to develop innovative solutions that tackle the toughest challenges faced by Australian businesses – from scaling up operations to optimizing processes. With our strong foundation in engineering and product development, we've earned a seat at the table alongside some of Australia's most renowned companies. Our dedication to helping businesses like yours thrive extends to every corner of Winton, New South Wales, Australia, and beyond. We understand that no two organizations are alike, which is why we work closely with each client to develop bespoke solutions that align with their unique goals and aspirations. Whether you're looking to improve operational efficiency, boost productivity, or simply stay ahead of the competition – we've got your back. When it comes to innovation, COLETEK means business. We're constantly pushing the boundaries of what's possible through cutting-edge engineering and product development, investing heavily in research and development to stay up-to-date with the latest trends and technologies. By combining this expertise with our deep understanding of local market conditions, we can provide unparalleled support for businesses across Winton, New South Wales, Australia. At COLETEK, we're passionate about working with clients who share our love for innovation and our commitment to excellence. If you're based in Winton, New South Wales, Australia, or anywhere else in the country, we'd be delighted to discuss how our team can help take your business to new heights. We look forward to building something remarkable together – in Winton, New South Wales, Australia, and beyond!