AI & Machine Learning Services for One Tree 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 One Tree 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 One Tree 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 One Tree 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 renowned and trusted multidisciplinary engineering and product development company established in 2001, COLETEK proudly serves businesses across One Tree, New South Wales, Australia. For over two decades, we've been dedicated to delivering innovative solutions that drive growth and success for our clients. Based in One Tree, New South Wales, Australia, we understand the unique needs of local businesses and operate throughout the region, tailoring our expertise to meet their specific challenges. Our teams are passionate about building strong relationships with our clients, empowering them to achieve their goals through collaboration and a deep understanding of their industries. At COLETEK, we're not just experts in engineering and product development – we're committed to being a trusted partner for businesses in One Tree, New South Wales, Australia. We operate on the principles of reliability, capability, and local knowledge, ensuring that our clients receive the very best results from our work together. By combining our strengths with their vision, we help unlock new opportunities, overcome obstacles, and drive progress. Throughout Australia, our reputation for excellence has been built through our unwavering commitment to delivering exceptional results. We take pride in being a trusted partner to businesses of all sizes, across multiple sectors, from manufacturing to healthcare, and everything in between. Our expertise spans the entire product development lifecycle, from concept design and prototyping to production and testing. As you navigate the ever-evolving landscape of One Tree, New South Wales, Australia's business community, we're here to support your efforts every step of the way. Whether you're looking to launch a new product, optimize operations, or simply need expert guidance, our multidisciplinary team is equipped to help you achieve your goals.