AI & Machine Learning Services for Invergordon 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 Invergordon 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 Invergordon 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 Invergordon 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 Invergordon and the Mid North Coast region of New South Wales with innovative AI & Machine Learning (ML) solutions. Our team of experts has delivered over 150 projects across hardware and software, leveraging advanced technologies to solve complex business challenges.

We understand the unique needs of Australian businesses and prioritize remote collaboration to seamlessly integrate ML solutions into your workflows. Our iterative approach involves thorough requirements capture, engineering trade-offs, and integration planning, ensuring seamless deployment across regional and metropolitan clients.

Whether you require a proof-of-concept, prototype refinement, design review, or production-readiness planning, our team can tailor our services to your specific project. We leverage industry-leading tools and frameworks to deliver robust and reliable ML models that enhance efficiency, optimize processes, and drive business value.

Our founder-led approach ensures a personalized and collaborative experience. Luke Cole, with over 25 years of experience in robotics, electronics, embedded systems, AI, and product development, leads our team. We are committed to delivering tangible results and fostering ongoing innovation to empower your business in the Invergordon area and beyond.

Let's discuss how COLETEK can empower your business with AI & Machine Learning. Contact us today to schedule a consultation and explore the possibilities.