AI & Machine Learning Services for Numbugga 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 Numbugga 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 Numbugga 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 Numbugga 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.

At COLETEK, we're proud to have established ourselves as a leading multidisciplinary engineering and product development company in Australia since 2001. Our team of experts has earned a reputation for delivering innovative solutions that set the standard for reliability and performance. Based in Numbugga, New South Wales, Australia, we've had the privilege of serving businesses across this region, helping them overcome unique challenges and achieve their goals. Our foundation is built on trust – trust with our clients, trust in our expertise, and trust in the value of collaboration. We work closely with businesses from diverse sectors to understand their needs, identify opportunities, and develop tailored solutions that meet their specific requirements. As a result, we've formed lasting relationships with companies throughout Numbugga, New South Wales, Australia, and across Australia as a whole. At COLETEK, we're not just about delivering innovative engineering solutions; we're also committed to building strong connections with our clients. By taking the time to understand their concerns and requirements, we can provide personalized support that drives positive outcomes. This approach has earned us a reputation for being reliable, capable, and dedicated to achieving results. Operating throughout Numbugga, New South Wales, Australia, our team is equipped to handle a wide range of projects, from conceptual design to prototyping, testing, and deployment. We're passionate about engineering, product development, and the transformative impact they can have on businesses and communities alike. With COLETEK, clients can be confident that their project will receive the attention it deserves, with every detail carefully considered to ensure optimal performance. Whether you're looking for a trusted partner to help you overcome technical challenges or develop innovative solutions that set you apart from the competition, COLTEK is here to support your objectives. We invite businesses throughout Numbugga, New South Wales, Australia, and beyond to leverage our expertise and collaboration to drive success. Let's build something remarkable together.