AI & Machine Learning Services for Killingworth 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 Killingworth 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 Killingworth 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 Killingworth 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 is proud to operate throughout Killingworth, New South Wales, Australia, supporting local businesses with innovative solutions. Our reputation as a reliable partner has been built over nearly two decades of collaboration with clients across various industries. When you need expertise that drives tangible results, you can count on us. At COLETEK, we take pride in our ability to understand the unique needs of Killingworth, New South Wales, Australia's diverse business landscape. Our team of experts is dedicated to delivering exceptional outcomes, leveraging decades of collective experience and a relentless pursuit of innovation. Whether your operation demands cutting-edge manufacturing solutions or efficient product development strategies, we're driven by a shared goal: empowering our customers to succeed. Our deep understanding of local market conditions, combined with national reach, allows us to provide tailored support for businesses in Killingworth, New South Wales, Australia. We work closely with clients, listening to their challenges and crafting bespoke solutions that drive real-world impact. With COLETEK on your side, you'll benefit from our unwavering commitment to reliability, collaboration, and capability. Serving businesses across Killingworth, New South Wales, Australia has taught us the importance of adaptability and a passion for delivering results that exceed expectations. When it comes to engineering and product development, we're more than just partners – we're innovators who know how to transform ideas into reality. Whether you need guidance on manufacturing workflow optimization or want to bring a new concept to life, our dedicated team is equipped to help. With COLETEK as your trusted ally, you can confidently navigate the complex challenges of today's competitive landscape. By leveraging our expertise and national reputation, businesses in Killingworth, New South Wales, Australia can access world-class capabilities, ensuring they stay ahead of the curve.