AI & Machine Learning Services for Collingwood 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 forCollingwood 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 Collingwood 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 forCollingwood 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.

Empowering Local Businesses in Collingwood, Central Tablelands

Nestled in the picturesque heart of New South Wales lies Collingwood, a thriving hub within the broader Central Tablelands region. As part of this dynamic community, COLETEK is proud to call this region home and dedicate our expertise and resources to supporting local businesses and entrepreneurs. At COletek, we've cultivated a strong reputation as trusted advisors and partners for businesses across Australia. Our team has spent years honing their skills, staying abreast of the latest innovations, and applying their knowledge to help clients succeed. When it comes to navigating the complexities of modern business operations, our extensive experience in various sectors grants us unparalleled insight. We believe in fostering a deep understanding of local nuances and tailor our guidance to suit the distinct needs of Collingwood and Central Tablelands entrepreneurs. By partnering with COletek, you can rest assured that your business will have a dedicated advocate committed to its growth and prosperity. As a locally rooted company, we're uniquely positioned to bring a personal touch to every engagement, leveraging our profound understanding of the regional landscape. As an integral part of this community, we take pride in being attuned to the unique aspirations and challenges faced by local businesses. Our team is passionate about empowering Collingwood's economic engine, supporting the region's unique strengths, and helping entrepreneurs tap into new opportunities for growth. With COletek at your side, you can count on receiving proactive support tailored to your company's goals, ambitions, and objectives. We will work closely with you to develop a personalized strategy that capitalizes on our collective expertise. From start-ups to established enterprises, every business deserves the best chance to succeed – and we're committed to being part of your journey. By embracing local know-how and drawing upon national expertise, COletek is the partner you can trust to propel your venture forward. We've got a proven track record in Australia, and we're eager to bring that same level of dedication to Collingwood and Central Tablelands entrepreneurs. Join forces with us today, and let's work together to forge a bright future for our beloved community! Contact Us