AI & Machine Learning Services for Argyle 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 Argyle 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 Argyle 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 Argyle 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 multidisciplinary Australian engineering and product development company established in 2001, we at COLETEK are passionate about making a positive impact on the communities we serve. This commitment drives us to deliver innovative solutions that meet the unique needs of businesses across Argyle, New South Wales, Australia and beyond. At COLETEK, we pride ourselves on being a trusted partner for companies seeking engineering expertise that combines cutting-edge technology with a deep understanding of local market conditions. Based in Argyle, New South Wales, Australia, our team has developed a reputation for reliability, collaboration, and capability – making us the go-to choice for businesses looking to stay ahead of the curve. With decades of experience working with clients across various industries, we've honed our skills in engineering and product development to support businesses operating throughout Argyle, New South Wales, Australia. Our team is well-versed in navigating localised challenges and working closely with local stakeholders to identify innovative solutions that meet specific needs. When you work with COLETEK, you can expect a collaborative approach that puts your business first. We take the time to listen and understand your goals, using this insight to develop tailored engineering and product development strategies that drive real results. Whether you're looking for process improvements, new product innovations, or system upgrades, our expert team is equipped to deliver. As an Australian company with a national reputation for innovation and reliability, we're proud to play a role in supporting the growth and prosperity of Argyle, New South Wales, Australia's thriving business community. And as you navigate your own business challenges, we invite you to explore how COLETEK can support your journey.