AI & Machine Learning Services for Numulgi 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 Numulgi 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 Numulgi 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 Numulgi 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 partner for businesses in Numulgi, New South Wales, Australia and across the nation, COLETEK boasts over two decades of experience delivering exceptional engineering and product development solutions. Since our inception in 2001, we have established ourselves as a multidisciplinary Australian company committed to supporting local industries with innovative, reliable, and custom-tailored solutions. For Numulgi businesses seeking to drive growth, increase efficiency, or improve their competitive edge, we offer expertise that spans the entire product development lifecycle – from concept design to manufacturing and implementation. Our team of experienced engineers and product developers is well-equipped to tackle a wide range of challenges, drawing upon our extensive knowledge in various sectors. With a strong presence in Numulgi, New South Wales, Australia and throughout Australia, we have developed a deep understanding of the local environment and its unique demands. We take pride in supporting businesses across Numulgi, New South Wales, Australia by providing tailored solutions that meet their distinct needs and goals. What sets us apart is our commitment to collaboration, flexibility, and reliability. We believe in building strong relationships with our clients, ensuring that we not only understand their objectives but also empower them to achieve success. Our customers can expect timely communication, transparent project management, and unparalleled expertise in delivering high-quality engineering and product development solutions. By partnering with COLETEK, Numulgi businesses like yours can tap into our collective know-how, leveraging our expertise to overcome challenges, drive innovation, and grow their operations. Whether you're looking to enhance existing products or develop new ones that set your business apart, we are here to support you every step of the way. Based in Numulgi, New South Wales, Australia, COLETEK operates throughout the region and nationwide, providing seamless support services to businesses seeking reliable product development and engineering solutions. For local companies looking to thrive amidst an ever-evolving landscape, our commitment is straightforward: We will continue to evolve alongside the industries we serve, ensuring that Numulgi businesses remain at the forefront of their respective sectors.