AI & Machine Learning Services for Swan Hill 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 Swan Hill 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 Swan Hill 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 Swan Hill 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 player in the Australian engineering and product development landscape, COLETEK is committed to supporting businesses across Swan Hill, Victoria, Australia and beyond. Our passion lies in delivering innovative solutions that drive growth and success for local companies. Based in Swan Hill, Victoria, Australia, we take pride in our national presence, which allows us to serve a diverse range of industries and sectors. With over two decades of experience since our establishment in 2001, COLETEK has built a reputation for being a reliable partner for businesses seeking tailored engineering and product development solutions. Our multidisciplinary team comprises experts with a deep understanding of the complexities involved in developing high-quality products that meet the unique needs of your market. Operating throughout Australia, including Swan Hill, Victoria, Australia, we've had the privilege of collaborating with local businesses to develop innovative products and systems that have made a tangible impact on their operations. Our expertise spans a broad range of industries and sectors, from manufacturing and logistics to healthcare and technology. At COLETEK, we take pride in our collaborative approach, working closely with clients to understand their challenges and deliver tailored solutions that meet their unique needs. We believe in building strong relationships based on trust, transparency, and open communication. Our commitment to delivering exceptional results has earned us a trusted reputation as a valued partner for businesses seeking innovative engineering and product development solutions. Whether you're looking to develop new products, optimize existing processes, or overcome complex technical challenges, COpletek is here to support your growth and success. Our expertise and capabilities are designed to empower local businesses in Swan Hill, Victoria, Australia, just like we have with countless organizations across Australia.