AI & Machine Learning Services for Halloran 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 Halloran 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 Halloran 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 Halloran 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 leading multidisciplinary Australian engineering and product development company established in 2001, COLETEK has built a reputation for delivering innovative solutions that drive businesses forward. With our headquarters based in Halloran, New South Wales, Australia, we're uniquely positioned to support local businesses across this remarkable region. For over two decades, our team of experts has collaborated with clients from Halloran and beyond to develop cutting-edge products, services, and systems that meet the evolving needs of Australian industries. Our commitment to reliability, adaptability, and long-term partnerships has earned us a trusted reputation as a go-to partner for businesses seeking expert engineering and product development capabilities. At COLETEK, we understand the distinct challenges faced by companies in Halloran, New South Wales, Australia and throughout Australia. That's why we're dedicated to providing tailored solutions that cater to the unique requirements of each client. Our flexible approach enables us to work seamlessly with businesses across various sectors, from manufacturing and logistics to healthcare and technology. Whether you're looking for innovative product designs, system integration, or value-added services, COLETEK has the capability and expertise to partner with your organization. We take pride in our ability to respond quickly to client needs, delivering high-quality results that meet the highest standards of performance, reliability, and safety. If you're a business in Halloran, New South Wales, Australia looking for a trusted engineering and product development partner, we'd love to discuss how COLETEK can support your growth and success. Contact us today and let's build something remarkable together.