AI & Machine Learning Services for Mount Vernon 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 Mount Vernon 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 Mount Vernon 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 Mount Vernon 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.

At COLETEK, we're proud to have built a reputation as a trusted multidisciplinary Australian engineering and product development company over the past 20 years. As we continue to expand our reach throughout Australia, we're committed to supporting businesses across Mount Vernon, New South Wales, Australia with innovative solutions that drive growth and success. With deep roots in Mount Vernon, New South Wales, Australia, our team is uniquely positioned to understand the unique challenges faced by local business owners. We've established strong relationships with companies across a range of industries, from manufacturing and logistics to agriculture and construction, helping them overcome complex engineering hurdles and achieve their strategic objectives. As experts in design, development, and implementation, we're equipped to tackle even the most ambitious projects. Our clients appreciate our ability to bridge the gap between technical expertise and commercial reality, ensuring that innovative ideas become tangible outcomes. Whether based in Mount Vernon, New South Wales, Australia or operating throughout Australia, businesses rely on COLETEK for bespoke engineering solutions that deliver results. We're not just an engineering company – we're a trusted partner dedicated to collaboration, reliability, and capability. Our team's passion for innovation is matched only by our commitment to delivering exceptional outcomes that drive value for clients. By drawing upon decades of collective experience and expertise, we're well-equipped to address the distinct needs and challenges facing businesses in Mount Vernon, New South Wales, Australia. As you navigate the ever-changing landscape of Australian industry, know that COLETEK is here to support your journey every step of the way. Whether it's exploring a new market opportunity or overcoming technical hurdles, our multidisciplinary team will work closely with you to identify opportunities, quantify risks, and optimize outcomes. At COLETEK, we believe that exceptional engineering should be accessible to all businesses – regardless of size or location. That's why we're dedicated to supporting companies in Mount Vernon, New South Wales, Australia and beyond, empowering them to achieve lasting success.