AI & Machine Learning Services for Winton 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 Winton 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 Winton 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 Winton 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.

Coletek has earned a reputation as a trusted partner for businesses across Winton, Victoria, Australia, providing cutting-edge engineering and product development expertise to drive growth and success. Since our inception in 2001, we have been committed to delivering exceptional results through collaboration, innovative thinking, and a deep understanding of the industries we serve.

Based in Winton, Victoria, Australia, our multidisciplinary team is uniquely placed to support local businesses like yours. With years of experience serving a diverse range of sectors, including manufacturing, healthcare, energy, and more, Coletek has developed a comprehensive set of skills that enable us to address the complex challenges faced by businesses operating in Winton, Victoria, Australia.

As an Australian company with a national presence, we are well-equipped to support your business operations throughout the country. Our team takes pride in fostering strong relationships with clients, listening attentively to their needs, and developing tailored solutions that meet their unique challenges and goals.

Coletek's expertise spans multiple disciplines, from mechanical engineering to electrical systems, materials science, and more. We bring this multidisciplinary approach to our work with businesses in Winton, Victoria, Australia, combining the best of various fields to drive innovative product development and problem-solving.

By partnering with Coletek, you can expect reliable, results-driven support that helps you overcome obstacles, seize opportunities, and achieve your business objectives. Whether you're looking to develop new products, improve manufacturing processes, or enhance operational efficiency, our team has the skills and expertise to help you succeed.