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 leading multidisciplinary Australian engineering and product development company established in 2001, COLETEK has earned a reputation for reliability, innovation, and trustworthiness across the nation. Our expertise spans industries, with a deep understanding of diverse markets, including Argyle, Victoria, Australia. By delivering tailored solutions to businesses throughout the region, we've fostered long-term partnerships, driving growth and progress in the local economy. Based in Argyle, Victoria, Australia, COLETEK is committed to supporting regional businesses like yours, offering unparalleled expertise and collaboration to drive success. Our team of experienced engineers, product developers, and technical experts work closely with clients, leveraging cutting-edge technology and industry knowledge to develop innovative products and services that meet the unique needs of your operation. Whether you're seeking to enhance operational efficiency, improve customer engagement, or launch new products, COLETEK is positioned to deliver exceptional value. Our comprehensive approach encompasses engineering, product development, and technical expertise, allowing us to tackle complex projects and provide reliable support throughout the product lifecycle. As a trusted Australian company with national reach, we understand the importance of building strong relationships and delivering results that exceed expectations. By partnering with COLETEK, your Argyle-based business can accelerate innovation, drive growth, and strengthen its competitive position in the market. Our commitment to collaboration and customer-centricity ensures that our solutions are tailored to meet the unique needs of your operation, leveraging local knowledge, expertise, and resources. As a leader in engineering and product development, COLETEK is uniquely positioned to serve businesses across Argyle, Victoria, Australia, providing expert guidance, innovative solutions, and reliability. Operating throughout the region, we've established ourselves as a trusted partner for local businesses seeking to drive progress and achieve their goals. Whether you're ready to launch a new product, enhance operations, or seek technical expertise, COLETEK is here to support your success.