AI & Machine Learning Services for Arnold 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 Arnold 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 Arnold 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 Arnold 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.

At COLETEK, we're proud to serve businesses across Arnold, Victoria, Australia and throughout the country. As a multidisciplinary Australian engineering and product development company established in 2001, we've built a reputation for delivering reliable, innovative solutions that meet our clients' unique needs. Our team of experienced engineers and product developers is dedicated to building long-term relationships with local businesses, understanding their goals, challenges, and aspirations. Based in Arnold, Victoria, Australia, we're uniquely positioned to support companies in the region and beyond, helping them stay ahead of the competition through cutting-edge products and services. What sets us apart is our commitment to collaboration and capability-building. We don't just provide technical solutions; we work closely with our clients to identify opportunities, analyze challenges, and develop customized strategies that align with their business objectives. Our expertise spans multiple industries, ensuring a holistic approach that considers the big picture as much as the specifics. In Arnold, Victoria, Australia and beyond, businesses face unique challenges and opportunities. At COLETEK, we're well-equipped to help companies in the region navigate these complexities, leveraging our national reputation for innovation, reliability, and capability. Whether you need help developing new products, optimizing operations, or staying up-to-date with emerging trends, we're here to support your success. As a trusted partner, COletek is committed to empowering businesses in Arnold, Victoria, Australia to achieve their goals and realize their vision. If you're looking for a collaborative, solutions-focused approach that leverages the latest engineering and product development expertise, let's connect. With our team's passion, dedication, and extensive experience, we're confident that together, we can build something remarkable.