AI & Machine Learning Services for Swanhaven 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 Swanhaven 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 Swanhaven 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 Swanhaven 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 locally invested company, we're proud to support businesses in Swanhaven, New South Wales, Australia and throughout the region. At COLETEK, we've built our reputation on delivering innovative engineering and product development solutions that drive real value for our customers. Established in 2001, our multidisciplinary team of experts is well-equipped to tackle complex challenges, fostering lasting partnerships with businesses across various sectors. Our roots in Swanhaven, New South Wales, Australia run deep, but our scope extends far beyond the local boundary. We operate throughout Australia, drawing on our national reputation for reliability, collaboration, and capability. Whether you're a family-owned enterprise or an ambitious startup, we understand the unique needs of businesses like yours. From product conceptualization to production and deployment, our seasoned engineers and product developers will guide your project from conception to reality. At COLETEK, we're passionate about empowering local communities like Swanhaven, New South Wales, Australia by providing tailored solutions that address their specific challenges. By leveraging our extensive experience in the region, we've developed a keen understanding of regional nuances, cultures, and preferences. This expertise enables us to create innovative products that resonate with local businesses and residents. Throughout our history, we've worked closely with clients across various industries, helping them navigate complex technical terrain, overcome barriers to entry, and capitalize on emerging opportunities. Our commitment to fostering strong relationships has earned COLETEK a reputation as a trusted partner for businesses in Swanhaven, New South Wales, Australia seeking reliable, innovative solutions. As you consider your next move, remember that it's not just about finding any solution – it's about partnering with experts who understand your local context and share your passion for driving progress. At COLETEK, we're excited to collaborate with businesses in Swanhaven, New South Wales, Australia on projects that shape the future.