AI & Machine Learning Services for Nericon 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 forNericon 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 Nericon 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 forNericon 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.

Serving the Heart of New South Wales: Local Expertise for Nericon, Murray & Riverina Businesses

When it comes to thriving in the vibrant regions of Nericon, Murray & Riverina, New South Wales, Australia, local businesses require a trusted partner like COLETEK. With deep roots in Australian soil, our experienced team is dedicated to providing expert solutions for clients across this beautiful region.

In the heartland of country NSW, companies are finding new ways to grow and innovate. From agricultural and manufacturing operations to retail and services, the diversity of industries here demands flexibility, creativity, and a deep understanding of local needs. Our commitment to this region is unwavering – we're not just a national company, but a partner rooted in the communities we serve.

At COLETEK, we've spent years developing long-standing relationships with local businesses across Nericon, Murray & Riverina. With our extensive network and regional expertise, we pride ourselves on being an integral part of this region's growth. From the fertile floodplains to the rich riverscapes, we're trusted partners for companies looking to thrive in this unique corner of Australia.

What sets us apart? Our team's passion for innovation, combined with our national reach and local presence, enables us to stay ahead of the curve while staying grounded. We take the time to truly understand each business's needs, crafting tailored solutions that drive results and foster long-term growth. When you need strategic guidance or operational expertise, trust in COLETEK's ability to deliver.

New South Wales is home to some of Australia's most successful businesses – and we're proud to be a part of this ecosystem. Whether you're looking to strengthen your brand, streamline operations, or navigate regulatory hurdles, COLETEK stands by your side as a trusted ally in the midst of change.