AI & Machine Learning Services for St Arnaud 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 St Arnaud 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 St Arnaud 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 St Arnaud 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 the Australian engineering and product development industry, COLETEK is proud to serve businesses across St Arnaud, Victoria, Australia, and beyond. With over two decades of experience since our establishment in 2001, we've built a reputation for delivering innovative solutions that meet the unique needs of clients from diverse industries. As a multidisciplinary company, we combine expertise in engineering research and development with product design and testing to provide comprehensive support to St Arnaud businesses. Our team of experts operates throughout, working closely with companies to understand their distinct challenges and develop tailored solutions that drive success. Our commitment to collaboration and reliability is unwavering. We take the time to get to know our clients' operations, identifying areas for improvement and developing strategies to optimize performance. By understanding the complexities of St Arnaud's business landscape, we can deliver results that exceed expectations. At COLETEK, we believe in building strong relationships with local businesses like yours. Our national reputation as a trusted partner is founded on this principle. We're dedicated to providing flexible, cost-effective solutions that support growth and profitability. Whether you're looking to improve existing processes or explore new opportunities, our expertise is at your disposal. As a local business ourselves, we understand the importance of community engagement and support. That's why we're committed to serving businesses across St Arnaud, Victoria, Australia, and throughout the nation. Our team is well-equipped to navigate the unique challenges faced by regional businesses, offering tailored solutions that meet their distinct needs. Join forces with COLETEK to unlock your full potential. Let our expertise guide you in overcoming the complexities of product development, engineering, and innovation. Together, we can achieve remarkable outcomes for St Arnaud's business community.