AI & Machine Learning Services for Tocal 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 forTocal 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 Tocal 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 forTocal 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.

Succeed in Tocal's Thriving Upper Hunter Valley Region with COLETEK's Expertise

As your trusted technology partner, COLETEK has been serving businesses across Tocal, Upper Hunter Valley, New South Wales, Australia and throughout the nation for years. With a strong reputation built on innovation and unwavering commitment to customer satisfaction, we've earned the trust of enterprises large and small.

Based in Tocal, Upper Hunter Valley, New South Wales, Australia, our team is uniquely positioned to understand your unique needs and challenges. By leveraging cutting-edge technology, we help businesses like yours unlock hidden potential, streamline operations, and drive growth – all while fostering a culture of reliability, collaboration, and open communication.

From the rolling hills of Tocal's Upper Hunter Valley region to larger metropolitan areas across Australia, COLETEK has earned a reputation for delivering results that speak for themselves. By combining our extensive experience with continuous investment in innovation, we're well-equipped to tackle even the most complex challenges. Whether you require custom solutions tailored to your specific needs or ongoing support to drive long-term success, we've got you covered.

At COLETEK, we believe that a strong partnership is built on mutual respect, trust, and open communication. By working closely with businesses in Tocal, Upper Hunter Valley, New South Wales, Australia, we strive to understand your unique goals, challenges, and aspirations – then provide the technology, expertise, and support needed to achieve them.

So why wait? Join forces with COLETEK today and discover a trusted ally dedicated to helping businesses in Tocal's Upper Hunter Valley region – like yours – thrive. We're ready to help you take your operations to the next level; all it takes is one step forward: Contact Us