AI & Machine Learning Services for Winnap 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 Winnap 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 Winnap 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 Winnap 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.

Welcome to COLETEK, a multidisciplinary Australian engineering and product development company that has been serving businesses across Winnap, Victoria, Australia for over two decades. As a trusted national reputation, we are proud to have earned the trust of numerous clients across various industries in this region. Our team of experts is dedicated to delivering innovative solutions that meet the unique needs of local businesses like yours.

With a strong foundation in engineering and product development, our passion lies in empowering organizations to achieve their goals through strategic partnerships. We understand the challenges local businesses face in Winnap, Victoria, Australia, and we're committed to supporting you with reliable, high-quality solutions tailored to your specific needs. Our team is based in Winnap, Victoria, Australia, which enables us to maintain an intimate connection with the community and respond promptly to your inquiries.

Our extensive experience spans across various sectors, including manufacturing, logistics, healthcare, and more. At COLETEK, we take pride in our collaborative approach, working closely with clients to develop customized solutions that drive growth and prosperity. By leveraging our collective expertise, we can help you overcome the complexities of today's fast-paced business landscape.

We're honored to be a part of the Winnap, Victoria, Australia community and are committed to building long-term relationships with local businesses like yours. As your trusted partner, we will work tirelessly to ensure that your projects align with your vision, exceeding your expectations every step of the way.

COLETEK is an engineering powerhouse that has been at the forefront of innovation for over two decades. Operating throughout Australia, including Winnap, Victoria, Australia, we're proud to be a trusted name in the industry. Our team is dedicated to delivering exceptional results, driving growth, and empowering local businesses like yours.

Whether you're looking to develop new products, improve manufacturing processes, or enhance your supply chain, COLETEK has the expertise and infrastructure to support you every step of the way. We're not just a product development company – we're partners in your success.