AI & Machine Learning Services for Harwood 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 Harwood 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 Harwood 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 Harwood 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 business owner or decision-maker in Harwood, New South Wales, Australia, you're constantly seeking ways to drive growth, improve efficiency, and stay ahead of the competition. At COLETEK, we understand the unique challenges and opportunities that come with operating in rural areas like yours. That's why we're proud to be a trusted multidisciplinary Australian engineering and product development company established in 2001, supporting businesses across Harwood, New South Wales, Australia. With many years of experience working with clients from diverse industries, our team has developed the capability to tackle complex projects that require collaboration, creativity, and expertise. As a national player, we've built strong relationships with partners and stakeholders across Australia, including those operating in regional areas like Harwood, New South Wales, Australia. What sets us apart is our commitment to reliability, open communication, and a customer-centric approach. We take the time to understand your specific needs and goals, using this insight to deliver tailored solutions that meet your unique requirements. Whether you're looking to improve operational efficiency, boost productivity, or develop new products, our team of experts will work closely with yours to achieve outstanding results. Operating throughout Harwood, New South Wales, Australia and beyond, we've had the pleasure of working with a wide range of clients, including those in the agricultural, manufacturing, mining, and services sectors. Our solutions are designed to be scalable, flexible, and adaptable to your ever-changing needs. When you partner with COLETEK, you can rest assured that you're dealing with a reputable company that's committed to delivering high-quality outcomes in a timely manner. We're proud of our national reputation for innovation, expertise, and dedication to customer satisfaction. So why wait? Let us bring our expertise and passion to your doorstep, empowering your business to reach new heights. As we say at COLETEK: "Let’s build something remarkable together."