AI & Machine Learning Services for Collingwood 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 Collingwood 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 Collingwood 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 Collingwood 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.

As a thriving business hub in the heart of Australia, Collingwood, New South Wales, presents a unique set of opportunities for entrepreneurs and innovators. At COLETEK, we're proud to be a multidisciplinary Australian engineering and product development company established in 2001, with a national reputation built on trust, reliability, and innovative thinking. Based in Collingwood, New South Wales, Australia, our team is dedicated to supporting local businesses and organizations, as well as those operating throughout the region. Whether you're looking to develop new products, enhance existing ones, or tackle complex engineering challenges, we're committed to delivering expert solutions that meet your needs and exceed expectations. At COLETEK, we take pride in our collaborative approach, working closely with clients to understand their goals, challenges, and aspirations. By leveraging our collective knowledge, skills, and experience, we co-create innovative answers that drive success for our partners. Our expertise spans multiple disciplines, including mechanical engineering, electrical engineering, and product development – a unique strength that sets us apart from traditional, specialty-focused firms. As you navigate the ever-changing landscape of the Australian business environment, it's essential to have a trusted partner by your side. One who can provide guidance, support, and creative solutions when you need them most. At COLETEK, we're dedicated to being that partner for businesses across Collingwood, New South Wales, Australia and beyond. So why choose COLETEK? What sets us apart is our commitment to reliability, capability, and collaboration – hallmarks of our work in the region. Our team understands the dynamics of serving businesses across Collingwood, New South Wales, Australia, and we're well-equipped to address the unique challenges and opportunities that come with operating in this diverse and vibrant community. By partnering with COLETEK, you can trust that your needs will be met with expert engineering and product development solutions. From concept design to prototyping, testing, and production – we're dedicated to delivering exceptional results that drive business success for our partners. So what are you waiting for? Let's build something remarkable together – contact us at [COLETEK] to learn more about how our expertise can benefit your organization.