AI & Machine Learning Services for Tocumwal 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 forTocumwal 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 Tocumwal 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 forTocumwal 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.

Powering Business Growth in Tocumwal and Beyond: A Strong Partnership for the Murray & Riverina Regions

As a thriving hub in New South Wales, Australia, Tocumwal, Murray, and Riverina have long been at the heart of our nation's agricultural and industrial pursuits. In this vibrant region, entrepreneurs, farmers, and workers are passionate about building and innovating, relying on trusted partners to guide them towards success. That's where COLETEK comes in – a national organization with deep roots in Tocumwal, committed to supporting local businesses and communities across the Murray & Riverina regions.

Australia-wide, we've honed our expertise in collaborating with clients, understanding their unique needs, and crafting tailored solutions that drive growth. Our presence in Tocumwal reflects our commitment to being a dedicated, locally-focused partner for regional entrepreneurs seeking professional guidance and resources. By leveraging our national reach and experience, we empower local businesses to adapt, thrive, and compete effectively in today's fast-paced market.

COLETEK is more than just another provider of services – we're a trusted ally that truly understands the pulse of this region. Our team takes pride in connecting with local stakeholders, actively listening to their concerns, and working closely to create mutually beneficial outcomes. By doing so, we've built a reputation for reliability, expertise, and innovation that spans decades – from seedlings to harvests, we're proud to be part of the region's story.

Tocumwal, Murray, and Riverina are areas where community ties run deep, and people trust local wisdom. That's why it's essential to have a partner like COLETEK, invested in empowering regional businesses, fostering growth, and contributing to the well-being of our shared community. By choosing us as your trusted advisor, you tap into our collective expertise, gained from numerous successful projects across various sectors.

We're proud to be part of this region's heritage, supporting local initiatives, fostering partnerships, and driving economic progress in harmony with the unique character of Tocumwal, Murray & Riverina. Now it's your turn: let us help you flourish by sharing our insights, connections, and innovative approach tailored to your local needs.