AI & Machine Learning Services for Caerleon 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 Caerleon 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: YOLO, EfficientDet, Faster R-CNN, Mask R-CNN
• Frameworks: TensorFlow, Keras, PyTorch, Caffe, ONNX

We’ve deployed AI models on platforms like the Raspberry Pi, and optimized high-performance systems using NVIDIA Jetson (Nano, Xavier, TX1) and NVIDIA Tesla V100 GPUs. For cost-effective, lightweight models and ultra-low-power use cases - we use AI-capable MCUs (e.g., STM32-class). Our team understands both the constraints of edge devices and the throughput of datacenter-grade accelerators.

Applications of our AI & Machine Learning Services for Caerleon 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 Caerleon 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 empower businesses in Caerleon with innovative AI & Machine Learning (ML) solutions that drive transformative outcomes. Our team of experts has delivered over 150 projects across hardware and software, leveraging deep understanding of the local industry to navigate complex technical challenges.

We collaborate closely with clients, from initial discovery and design decisions through prototyping, iteration, integration, testing, and production-readiness. Our approach is tailored to each project's unique requirements, ensuring seamless integration of ML technology into your existing workflows.

Whether you need to refine a prototype, assess technical feasibility, or plan for production readiness, our team can assist. We leverage advanced tools and methodologies to capture requirements, analyze trade-offs, and develop comprehensive integration plans. Our iterative testing and refinement process ensures continuous improvement and delivery of robust, reliable solutions.

Remote collaboration is at the heart of our approach, enabling us to support clients across regional and metropolitan areas. We understand the unique logistical challenges of working in geographically dispersed environments and have honed our communication and collaboration skills to facilitate seamless teamwork.

Partner with COLETEK to harness the power of AI & ML and achieve remarkable results for your business in Caerleon. Let's embark on a journey of innovation and transformation together.