AI & Machine Learning Services for Liddell 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 forLiddell 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 Liddell 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 forLiddell 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.

Discover COLETEK's Expertise in Liddell, Upper Hunter Valley, New South Wales, Australia

In the heart of the Upper Hunter Valley, where natural beauty and rich history meet, COLETEK is proud to offer our expertise and support to businesses and communities in Liddell and its surrounds. As a trusted Australian company, we understand the unique challenges and opportunities presented by this region.

With centuries-old coal mining operations, agricultural heritage, and a picturesque setting, Liddell and its surrounding areas boast a strong sense of community and entrepreneurial spirit. COLETEK is dedicated to fostering growth, innovation, and prosperity in this special place, much like our long-standing reputation as a reliable partner across Australia.

Our people-driven approach means we take the time to understand the local pulse, partnering with businesses that share our values. By leveraging our extensive national reach, we bring expertise from various industries, ensuring that your company thrives in this dynamic region. From helping you navigate regulatory frameworks to providing tailored solutions for operational efficiency and sustainability, COLETEK is committed to supporting local growth and success.

As a trusted Australian operator with a long history of delivering results, we maintain a strong connection to the community. Our ongoing commitment to innovation, trust, and integrity has earned us a reputation as a respected player in this region's business landscape. By doing things right – fairly, professionally, and honestly – we've built lasting relationships that benefit both our clients and the local area.

We take pride in being part of the fabric that makes the Upper Hunter Valley so unique. Our presence here is not just about conducting local operations, but also about investing time and resources into initiatives that benefit the community and foster positive partnerships with local stakeholders.

Whether you're an existing business looking to capitalize on new opportunities or a start-up seeking guidance, COLETEK stands ready to support your growth journey. We invite entrepreneurs, industry leaders, and local enthusiasts alike to explore our comprehensive range of solutions designed specifically for Liddell, Upper Hunter Valley, New South Wales, Australia.