AI & Machine Learning Services for Herons Creek 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 Herons Creek 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 Herons Creek 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 Herons Creek 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 name in Australian engineering and product development, COLETEK has been serving businesses across Herons Creek, New South Wales, Australia and beyond since our establishment in 2001. Our multidisciplinary team of experts brings together a deep understanding of product development, innovation, and reliability to help businesses like yours thrive.

With our headquarters based in Herons Creek, New South Wales, Australia, we're intimately familiar with the unique challenges and opportunities facing local companies. Whether you're an entrepreneur or part of a family-owned business, we understand the importance of collaborating with trusted partners who share your vision and can help you achieve your goals.

At COLETEK, we pride ourselves on our commitment to excellence, capability, and reliability. Our team of experts has successfully designed and developed products for a wide range of industries, from innovative startups to established players. We're not just engineers – we're problem-solvers who listen carefully to your needs and work closely with you to find solutions that meet your unique challenges.

By leveraging our combined expertise in engineering and product development, COLETEK operates throughout Herons Creek, New South Wales, Australia and beyond, providing businesses with the confidence they need to take their ideas to the next level. Whether you're looking to commercialize a new concept or enhance an existing product line, we're here to help.

With COletek, you can trust that your project is in good hands. Our engineers and developers operate from our office in Herons Creek, New South Wales, Australia, where we're dedicated to delivering exceptional results for our clients every time.