AI & Machine Learning Services for Cougal 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 Cougal 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 Cougal 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 Cougal 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 earned a reputation as a trusted and innovative multidisciplinary engineering and product development company. Established in 2001, our team has been dedicated to helping businesses across Cougal, New South Wales, Australia and throughout the nation achieve their goals through reliable, collaborative, and capability-driven solutions.

With our roots firmly planted in Cougal, New South Wales, Australia, we've developed a deep understanding of the local industry landscape. Our team is committed to working closely with businesses in this area, providing tailored engineering and product development expertise that addresses unique challenges and opportunities. We take pride in being a partner that truly understands the nuances of operating in regional areas like Cougal.

COLETEK's extensive experience spans multiple industries, including manufacturing, agriculture, mining, and construction. By leveraging our comprehensive capabilities and innovative thinking, we help businesses create game-changing products, improve processes, and drive growth. Our proven track record speaks for itself – we've helped numerous clients across Cougal, New South Wales, Australia and nationwide overcome complex challenges and achieve their objectives.

When you partner with COLETEK, you can rely on us to deliver exceptional results. We're committed to fostering strong, long-term relationships, built on a foundation of trust, mutual understanding, and open communication. Our team is passionate about driving innovation that makes a real difference in the lives of businesses across Cougal, New South Wales, Australia and beyond.