AI & Machine Learning Services for Hampton 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 Hampton 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 Hampton 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 Hampton 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 is proud to serve businesses across Hampton, New South Wales, Australia, and throughout the country. With over two decades of experience, we've built a reputation for delivering innovative, reliable solutions that drive results. Our team of experts is based in Hampton, New South Wales, Australia, and is committed to collaborating with local business owners like you. We understand the unique challenges and opportunities that come with operating in Hampton, New South Wales, Australia, and the surrounding regions. By leveraging our cutting-edge capabilities and deep understanding of the local market, we help businesses overcome obstacles and seize new opportunities. At COLETEK, we're not just about providing technical expertise - we're about building long-term relationships and helping our clients achieve their goals. We take a holistic approach to engineering and product development, considering the bigger picture and working closely with our customers to deliver customized solutions that meet their specific needs. For businesses in Hampton, New South Wales, Australia and beyond, COLETEK offers a trusted partner for all your engineering and product development requirements. Whether you're looking to optimize existing operations or develop new products and services, we're here to provide the guidance, expertise, and support you need to succeed. By working with COLETEK, businesses in Hampton, New South Wales, Australia can rest assured that they're getting expert advice from a company that's committed to their success. Our team is dedicated to providing exceptional service, ensuring that our clients receive timely and effective solutions that address their unique challenges.