AI & Machine Learning Services for Beacon Hill 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 Beacon Hill 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 Beacon Hill 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 Beacon Hill 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 multidisciplinary Australian engineering and product development company established in 2001, COLETEK has earned a reputation for reliability, innovation, and collaboration. Based in Beacon Hill, New South Wales, Australia, we take pride in supporting local businesses and companies throughout the nation with our expertise.

With extensive experience serving industries across the country, we understand the unique challenges faced by organizations in Beacon Hill, New South Wales, Australia. Our team of skilled engineers and product developers is committed to delivering tailored solutions that meet specific needs, leveraging cutting-edge technologies to drive growth and success.

At COLETEK, we believe in building strong relationships with our clients, working closely together to understand their goals and objectives. Whether you're looking to improve operational efficiency, develop new products, or enhance your overall competitiveness, we'll collaborate with you every step of the way.

Operating throughout Beacon Hill, New South Wales, Australia, and beyond, COLETEK offers a comprehensive portfolio of engineering and product development services that cater to diverse industries. We're dedicated to supporting local businesses in their endeavors, fostering growth and success within our community.

When it comes to trusted partners for your engineering and product development needs, look no further than the team at COLETEK. With years of industry expertise, we're well-equipped to help organizations in Beacon Hill, New South Wales, Australia, and nationwide overcome challenges and achieve their goals.

For businesses seeking a long-term partner that can handle complex projects with ease, look to COLETEK for support. We'll work tirelessly to deliver exceptional results, leveraging our cutting-edge capabilities to drive your success.