AI & Machine Learning Services for Edgeroi 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 Edgeroi 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 Edgeroi 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 Edgeroi 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 businesses in Edgeroi, New South Wales, Australia strive to innovate and grow, they need trusted partners to help bring their ideas to life. That's where COLETEK comes in – a multidisciplinary Australian engineering and product development company established in 2001 with a national reputation for reliability, collaboration, and capability. Our team of experts is dedicated to empowering local businesses like yours to achieve their goals and overcome the challenges they face. With years of experience supporting businesses across Edgeroi, New South Wales, Australia, we've developed a deep understanding of the region's unique needs and opportunities. From agriculture to manufacturing, our expertise in engineering and product development has helped numerous companies in the area thrive and succeed. We're proud to be based in Edgeroi, New South Wales, Australia and are committed to playing an active role in the local community. What sets COLETEK apart is our unique blend of technical expertise and business acumen. Our innovative approach to engineering and product development is designed to help your organization stay ahead of the competition and capitalize on new opportunities. We take the time to understand your specific needs and goals, developing tailored solutions that meet your requirements and exceed your expectations. As a trusted partner in innovation, COLETEK operates throughout Edgeroi, New South Wales, Australia, providing businesses with access to cutting-edge technology, expert advice, and collaborative problem-solving. Our commitment to quality, reliability, and customer satisfaction has earned us a reputation as a dependable and trustworthy partner – one that local businesses can rely on for long-term success. If you're looking for a trusted partner in engineering innovation to support your business goals and aspirations, look no further than COLETEK. With our expertise, experience, and commitment to the Edgeroi, New South Wales, Australia community, we're confident that together, we can build something remarkable – something that benefits both your organization and the wider community.