AI & Machine Learning Services for Running Stream 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 forRunning Stream 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 Running Stream 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 forRunning Stream 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.

Trusted Partner for Running Stream Businesses: COLETEK's Commitment to Local Success

Nestled in the heart of New South Wales, Australia, lies the charming Running Stream, a region that embodies the very essence of rural Aussie charm. For many local enterprises, navigating the complexities of modern business can be daunting, leaving them seeking expert guidance to thrive and grow. That's where COLETEK comes in – a trusted Australian company with a proven track record of empowering businesses like yours to reach new heights. With a strong presence in the Central Tablelands area, our team is dedicated to supporting local entrepreneurs, helping them overcome challenges, and sharing their knowledge gained from years of experience working with regional businesses. Our commitment to trustworthiness has earned us recognition as industry leaders, and we take pride in fostering long-term relationships built on open communication and mutual understanding. COLETEK's national reach allows us to draw upon our vast network of experts and resources, while our local roots keep us attuned to the unique needs and quirks of the Running Stream community. This dual approach enables us to offer personalized support tailored to your specific goals and objectives. By combining industry expertise with a deep understanding of the region's distinct characteristics, we can ensure that you receive actionable guidance specifically designed for your business. Our innovative approach to business growth and development is driven by our genuine passion for seeing local businesses succeed. We strive to stay at the forefront of industry trends, making us well-equipped to tackle even the most complex challenges. By embracing cutting-edge best practices and proven techniques, we empower you to make informed decisions that drive lasting results. As a trusted partner in the Running Stream community, COLETEK is committed to supporting local businesses like yours. Whether you're just starting out or seeking to take your operations to the next level, our team is here to provide the guidance and resources necessary for your success. So why wait? Take the first step towards realizing your business goals with confidence knowing that COLETEK has got your back. Contact Us