AI & Machine Learning Services for Napier Lane 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 Napier Lane 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 Napier Lane 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 Napier Lane 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 multidisciplinary Australian engineering and product development company established in 2001, COLETEK has built a reputation as a trusted partner across industries. Our expertise spans from conceptual design to prototype development, ensuring seamless integration with our clients' operations. As we operate throughout Napier Lane, New South Wales, Australia and beyond, we take pride in serving businesses of all sizes, from startups to established players. Located in the heart of Napier Lane, New South Wales, Australia, we understand the unique challenges and opportunities that come with doing business in this region. Our extensive experience in engineering and product development empowers us to tackle complex problems head-on, providing tailored solutions that meet the specific needs of local businesses. By leveraging our capabilities, clients can rely on us for the reliability they need to stay ahead in a competitive landscape. At COLETEK, we're passionate about collaboration. We believe that effective partnerships are built on mutual understanding and trust. Working closely with business leaders from Napier Lane, New South Wales, Australia, we take the time to understand their goals, challenges, and aspirations. By doing so, we can develop innovative solutions that align with their objectives, driving growth and success. We're not just a team of engineers; we're driven by a passion for innovation and a commitment to delivering exceptional results. Our capabilities go beyond just engineering, encompassing a deep understanding of the industries we serve. This holistic approach enables us to develop products and solutions that are both technically superior and commercially viable. For businesses in Napier Lane, New South Wales, Australia, our presence is a testament to COLETEK's dedication to serving local communities. We're proud to be a part of this vibrant ecosystem, supporting entrepreneurs and established operators alike. By investing in the success of these businesses, we're contributing to the region's prosperity. As you navigate the complexities of your industry, remember that we're here to help. Let COLETEK bring its expertise, innovation, and reliability to bear for your Napier Lane, New South Wales, Australia-based organization. Reach out today to discover how our collaborative approach and multidisciplinary capabilities can empower your business and drive growth.