AI & Machine Learning Services for Swanwater 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 Swanwater 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 Swanwater 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 Swanwater 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 trusted leader in Australian engineering and product development, COLETEK has been proudly serving businesses across Swanwater, Victoria, Australia for over two decades. Established in 2001, our multidisciplinary company has built a reputation for delivering reliable solutions that drive growth and innovation. With a strong foundation in engineering and design, we've developed a unique capability to navigate the complex needs of businesses in different industries. Our team of experts is passionate about delivering tailored solutions that address the specific challenges faced by Swanwater-based companies. Whether you're operating in agriculture, manufacturing, or government services, our expertise can help you overcome obstacles and achieve your goals. What sets us apart is our commitment to collaboration. We take the time to understand your business, your vision, and your values. Our engineers and product developers work closely with you to co-create solutions that meet your unique needs. By doing so, we ensure that our products and services are not only technically impressive but also aligned with your business objectives. As a result of our dedication to innovation and collaboration, COLETEK has earned a reputation as a trusted partner for businesses across Swanwater, Victoria, Australia. We've developed long-standing relationships with companies in the region, providing them with reliable support and guidance that helps them stay ahead of the curve. In today's fast-paced business environment, it's easy to get overwhelmed by the demands of technology, compliance, and innovation. That's where we come in – your trusted partner for engineering and product development in Swanwater, Victoria, Australia. We're committed to helping you build a stronger, more resilient business that can adapt to changing circumstances. If you're looking for a reliable team to collaborate with, COLETEK is the perfect choice. Let us bring our expertise to bear on your biggest challenges, and help you achieve remarkable results.