AI & Machine Learning Services for Swansea 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 Swansea 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 Swansea 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 Swansea 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 multidisciplinary engineering and product development company established in 2001, COLETEK has earned a reputation for providing reliable solutions to businesses across Swansea, New South Wales, Australia. With our expertise spanning multiple industries, we're well-positioned to support the growing companies in this region. Based in Swansea, New South Wales, Australia, COLETEK is proud to operate throughout Australia, serving the unique needs of local businesses and contributing to their success. Our team of innovative thinkers and skilled professionals has a deep understanding of the challenges facing organizations in this area. We're committed to providing personalized support, collaboration, and capability that help our clients overcome these obstacles. Our expertise in engineering and product development allows us to deliver cutting-edge solutions tailored to the specific needs of Swansea, New South Wales, Australia businesses. Whether you're an established player or a startup looking to disrupt your industry, we can help you achieve your goals. Our proven track record of success is built on our ability to work closely with clients, understanding their values, and developing customized solutions that meet their unique challenges. As a committed partner for Swansea, New South Wales, Australia businesses, COLETEK is dedicated to driving innovation and growth in the region. By leveraging our collective expertise, we can help local companies overcome the challenges of the rapidly changing business landscape and achieve long-term success. From product development to engineering solutions, our multidisciplinary team has the knowledge and expertise to support your organization's aspirations. Whether you're looking to improve operational efficiency, enhance customer experiences, or develop new products and services, COLETEK is here to help. With a strong presence in Swansea, New South Wales, Australia, we're well-positioned to meet the needs of local businesses across various industries.