AI & Machine Learning Services for Cross Roads 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 Cross Roads 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 Cross Roads 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 Cross Roads 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 business owner or technical decision-maker based in the charming rural town of Cross Roads, New South Wales, Australia, you understand the importance of reliable solutions and collaborative partnerships to drive your operations forward. For over two decades, COLETEK has earned its reputation as a trusted multidisciplinary Australian engineering and product development company. With our expertise, you can rest assured that your business is in good hands. As an established player in the engineering and product development landscape, we've had the privilege of working with businesses across Cross Roads, New South Wales, Australia, helping them overcome challenges and seize opportunities. Our extensive experience has allowed us to develop a broad range of capabilities, enabling us to tackle diverse projects that require innovative thinking, technical expertise, and collaboration. At COLETEK, we pride ourselves on being based in Cross Roads, New South Wales, Australia, with our team operating throughout the region. This means we're well-equipped to understand local nuances, work closely with businesses, and deliver tailored solutions that meet specific needs. Our national reputation has been built on a foundation of reliability, trust, and dedication – values that are essential for any business investing in its future. As you look to expand your operations, overcome technical hurdles, or simply stay ahead of the curve, COLETEK's multidisciplinary expertise can help. By leveraging our capabilities in engineering and product development, we can empower your business with cutting-edge solutions, expert guidance, and collaborative approaches that yield tangible results. If you're seeking a trusted partner to support your growth, innovation, and success in Cross Roads, New South Wales, Australia, count on COLETEK. We'll work alongside you to build something remarkable – something that not only drives your business forward but also resonates with the community we share.