AI & Machine Learning Services for Northmead 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 Northmead 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 Northmead 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 Northmead 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 thriving industrial and commercial hub, Northmead, New South Wales, Australia is a vital part of the country's economic fabric. At COLETEK, we proudly serve businesses across this region, providing cutting-edge engineering solutions that drive innovation and growth. With over two decades of experience as a multidisciplinary Australian engineering and product development company established in 2001, we've built a reputation for reliability, collaboration, and capability. Our team of experts has worked tirelessly to develop pioneering products and services that meet the unique needs of industries nationwide, including Northmead, New South Wales, Australia. Whether you're based in Northmead, New South Wales, Australia or elsewhere in Australia, COLETEK is committed to delivering world-class engineering solutions that align with your goals. Our extensive experience spans various sectors, from manufacturing and logistics to healthcare and education. By leveraging our expertise, businesses like yours can optimize operations, improve efficiency, and drive success. What sets us apart is our dedication to building strong relationships with our clients. We believe in active collaboration, listening carefully to your needs and working closely with you to develop tailored solutions that meet your objectives. This collaborative approach has earned us a trusted reputation nationally, with a proven track record of delivering projects on time, within budget, and with exceptional quality. In Northmead, New South Wales, Australia, we're proud to support local businesses that are shaping the city's future. From manufacturing facilities to retail spaces, our engineering expertise helps create safe, efficient, and innovative environments. As a community-focused company, we believe in giving back through initiatives like education and skills development programs, empowering the next generation of engineers and innovation leaders. If you're looking for a reliable engineering partner that understands the unique needs of Northmead, New South Wales, Australia, look no further than COLETEK. We invite you to explore our capabilities, ask us questions, or simply reach out to start a conversation about how we can help drive your business forward.