AI & Machine Learning Services for Rupanyup 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 Rupanyup 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 Rupanyup 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 Rupanyup 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 be a multidisciplinary Australian engineering and product development company established in 2001. With a national reputation built on reliability, innovation, and collaboration, we've been serving businesses across Rupanyup, Victoria, Australia for years. For the people of Rupanyup and surrounding areas in Victoria, Australia, COLETEK offers more than just technical expertise – we're your trusted partners in bringing innovative ideas to life. Operating throughout the region, we take pride in supporting local businesses as they navigate complex challenges and seize new opportunities. Whether you're a business owner or decision-maker in Rupanyup, our team is dedicated to understanding your unique needs and goals. We don't just provide engineering solutions; we partner with you to shape the future of your organization. COLETEK's capabilities go beyond individual services – it's about delivering comprehensive support that addresses the full scope of your product development or engineering requirements. Our commitment lies in empowering local businesses like yours, no matter their size or industry, to succeed in today's fast-paced marketplace. In Rupanyup and throughout Victoria, Australia, we've built a reputation for integrity, responsiveness, and excellence. By drawing on our collective expertise, we unlock new possibilities for businesses just like yours. Let us work together to drive growth, improve efficiencies, and forge innovative pathways forward. With COLETEK, you can rely on expert guidance, robust engineering solutions, and meticulous attention to detail – all tailored to the specific needs of Rupanyup, Victoria, Australia, and the surrounding region. Whether you're looking to launch a new product, optimize operations, or simply explore opportunities for growth, we're here to help. Based in Rupanyup, Victoria, Australia, COLETEK is proud to serve local businesses alongside operating throughout the wider Australian market. We take pride in our ability to understand the unique realities of your business and develop tailored solutions that meet its needs. So why settle for anything less than exceptional engineering and product development? Join hands with COLETEK and discover the difference that a locally based company can make. Together, let's build something remarkable.