AI & Machine Learning Services for Roslyn 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 Roslyn 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 Roslyn 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 Roslyn 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.

Proudly based in Roslyn, New South Wales, Australia, COLETEK is a multidisciplinary Australian engineering and product development company established in 2001. Our team has a long history of working with businesses across Roslyn, New South Wales, Australia and throughout the nation to deliver top-notch solutions that address their unique needs. As a trusted national reputation in engineering and product development, we take pride in our capability to collaborate closely with clients to understand their goals and challenges. Our expertise spans multiple disciplines, allowing us to provide reliable support for businesses seeking innovative approaches to tackle complex problems. With COLETEK on your side, you can rely on our experience and innovation to elevate your operations. Operating throughout Roslyn, New South Wales, Australia, we're dedicated to helping local businesses thrive in the region. Our team has a deep understanding of the unique challenges and opportunities that come with operating in this area. By leveraging our expertise and resources, we can help you overcome any technical hurdles and achieve success. At COLETEK, we don't just provide engineering and product development services – we're dedicated partners who will work closely with you to deliver results that exceed your expectations. Whether you need assistance navigating regulatory requirements, streamlining operations, or developing new products, our team is here to support you every step of the way. By choosing COLETEK as your partner in engineering and product development, you can rest assured that you're working with a trusted local resource with a national reputation for excellence. Let us help you bring your vision to life – contact us today to learn more about how we can assist businesses across Roslyn, New South Wales, Australia.