AI & Machine Learning Services for Coggan 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 Coggan 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 Coggan 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 Coggan 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 respected engineering and product development company based in Coggan, New South Wales, Australia, COLETEK has been serving businesses across the region with exceptional reliability, collaboration, and capability. With over two decades of experience established in 2001, we have earned a trusted national reputation for delivering innovative solutions that meet the diverse needs of our clients. Operating throughout Coggan and beyond, our multidisciplinary team of experts shares a passion for harnessing technology to drive business success. Whether you're an entrepreneur with a new venture or a long-established organization looking to stay ahead of the curve, we understand that finding the right partner can be crucial to your growth and survival. That's why COLETEK is dedicated to providing local businesses with unparalleled engineering expertise, product development skills, and strategic support. At the forefront of our approach is a deep understanding of the unique challenges facing Coggan-based companies in industries such as manufacturing, healthcare, and agriculture. By combining this knowledge with cutting-edge technologies and lean processes, we empower our clients to overcome obstacles, exploit new opportunities, and achieve their long-term objectives. Our commitment to building strong relationships, fostering open communication, and delivering tangible results sets us apart from mere service providers. COLETEK is proud to be a leading provider of engineering and product development services in Coggan, New South Wales, Australia and across the nation. By leveraging our expertise, businesses can streamline operations, enhance productivity, and transform their industries. We're honored to play a part in shaping the future of Coggan's vibrant commercial landscape.

With COLETEK by your side, you can rest assured that you'll receive unwavering support throughout every stage of the development process – from concept design to pilot testing, prototyping, and beyond.