AI & Machine Learning Services for Upper Horton 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 Upper Horton 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 Upper Horton 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 Upper Horton 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.

Based in the heart of New South Wales, Australia – Upper Horton is an integral part of our nation's fabric. At COLETEK, we're proud to serve businesses across this thriving community, providing innovative solutions that drive real results. As a multidisciplinary Australian engineering and product development company established in 2001, we've built a reputation for reliability, collaboration, and capability that has earned us trust nationwide. With Upper Horton as our home base, we work closely with local businesses to understand their unique challenges and aspirations. By leveraging our expertise and harnessing the power of cutting-edge technology, we empower them to streamline operations, boost productivity, and expand their market reach. Our commitment to excellence is unwavering, just like our dedication to supporting the Upper Horton business community. At COLETEK, we're more than just engineers; we're partners who take the time to understand your goals, challenges, and aspirations. We listen closely, ask insightful questions, and apply our wealth of knowledge to develop tailored solutions that meet your needs precisely. With us by their side, businesses throughout Upper Horton and beyond can count on dependable advice, flexible support, and creative problem-solving. At COLETEK, we're proud of what we've achieved so far – but it's only the starting point for what we can accomplish together. As a trusted partner to the Upper Horton business community, we look forward to connecting with you, understanding your vision, and developing innovative solutions that drive meaningful growth. Let's work together to build something remarkable!