AI & Machine Learning Services for Byng 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 Byng 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 Byng 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 Byng 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 have been supporting businesses in Byng, New South Wales, Australia and across the nation since our establishment in 2001. As a multidisciplinary engineering and product development company, we bring together innovation, expertise, and trusted know-how to help local companies like yours overcome unique challenges and capitalize on opportunities. As a leader in our field, COLETEK has earned a reputation for reliability, collaboration, and capability that sets us apart from others. Our experience spans numerous industries and applications, allowing us to tailor our services to meet the distinct needs of Byng's business community. Whether you're looking to develop new products, streamline processes, or solve complex problems, we've got the skills and expertise to help. As businesses in Byng navigate the complexities of local and national markets, they need partners who can provide tailored solutions that drive growth and success. At COLETEK, our team is committed to delivering this level of support and guidance through every stage of your product development journey. From concept to delivery, we'll work closely with you to bring your ideas to life. What sets us apart is our unwavering commitment to collaboration and customer satisfaction. We take the time to understand your unique needs, goals, and challenges before designing and delivering tailored solutions that exceed expectations. Our approach ensures that Byng businesses like yours receive the personalized attention they deserve, resulting in increased efficiency, reduced costs, and improved product quality. For over two decades, COLETEK has been serving businesses across Byng, New South Wales, Australia, providing innovative engineering and product development services to support their growth and success. As a trusted partner, we're dedicated to helping you achieve your objectives by leveraging our expertise, creativity, and professionalism. Let’s build something remarkable together.