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 forOne 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 forOne 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.

Servicing Your Local Community: One Tree, Murray & Riverina, New South Wales, Australia

Nestled in the heart of New South Wales, One Tree, a part of the broader Murray & Riverina region, is an area rich in history, culture, and natural beauty. With its picturesque landscapes and strong community spirit, it's the perfect place to grow a business or call home. At COLETEK, we're proud to be a trusted Australian company with extensive experience in supporting local businesses like yours. As a national player with a regional focus, we understand the importance of staying grounded and connected to your local community. Our team is dedicated to providing innovative solutions that address the unique needs of businesses in One Tree, Murray & Riverina, New South Wales, Australia. With our expertise and understanding of the terrain, you can rest assured that your business will receive the care and attention it deserves. Our commitment to excellence has earned us a reputation as a trusted partner for local entrepreneurs and corporations alike. By choosing COLETEK as your preferred choice, you're not just getting a professional services provider – you're partnering with experts who truly know and understand your community. We've got the expertise to navigate the complex landscapes of business, ensuring that your venture remains successful and resilient in the face of challenges. At COLETEK, we take pride in being an integral part of the local fabric. Our team members are active participants in the region's events, sponsorships, and initiatives, demonstrating our genuine commitment to giving back to the community that supports us. You can rely on our unwavering dedication to your success and our relentless pursuit of excellence as we work together to drive growth and prosperity for businesses in One Tree, Murray & Riverina, New South Wales, Australia.

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