AI & Machine Learning Services for Hamlyn Terrace 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 Hamlyn Terrace 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 Hamlyn Terrace 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 Hamlyn Terrace 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 be a multidisciplinary Australian engineering and product development company established in 2001. For two decades, our team has been dedicated to delivering innovative solutions that empower businesses across Hamlyn Terrace, New South Wales, Australia, and throughout the nation. As a trusted partner, we've earned a reputation for reliability and collaboration. Our experience spans multiple industries, allowing us to provide tailored support to businesses of all sizes and sectors. By combining our expertise in research, design, development, and testing, we help organizations like yours overcome challenges and stay ahead of the curve. Based in Hamlyn Terrace, New South Wales, Australia, we're committed to supporting local businesses, from early-stage startups to established companies looking to innovate or expand. Our team operates throughout Australia, providing seamless solutions that cater to the unique needs of each region. At COLETEK, we believe in building strong relationships with our clients and partners. This approach allows us to understand their goals, challenges, and aspirations, ultimately delivering solutions that meet their specific requirements. By partnering with us, you can be certain that your project is receiving dedicated attention from a team of experienced professionals who genuinely care about the success of your business. As a valued partner in the Hamlyn Terrace community, we're committed to empowering local organizations to achieve their full potential. Whether you're looking to develop new products, streamline processes, or enhance customer experiences, our experts are here to guide you every step of the way. Let's build something remarkable together.