AI & Machine Learning Services for Winifred 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 Winifred 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 Winifred 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 Winifred 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 business owner or decision-maker based in Winifred, New South Wales, Australia, you understand the importance of partnering with reliable and innovative companies to drive your operations forward. That's where COLETEK comes in – a multidisciplinary Australian engineering and product development company established in 2001 with a reputation for trusted partnerships nationwide. With our headquarters based in Winifred, New South Wales, Australia, we're committed to serving businesses across the region, including yours. Our experts have years of experience working closely with clients from diverse industries, honing their skills in collaboration and problem-solving. This unique blend of creativity, technical know-how, and project management capabilities allows us to craft innovative solutions tailored to your specific needs. By partnering with COLETEK, you can rest assured that your projects are in good hands – no matter the scope or complexity. Our team operates throughout Winifred, New South Wales, Australia, providing local support while leveraging their national reputation for reliability and delivery excellence. This commitment to collaboration and capability empowers your business to stay ahead of the curve, tackling even the most ambitious initiatives with confidence. At COLETEK, we pride ourselves on being more than just a service provider – we're dedicated partners, invested in understanding your unique challenges and opportunities. Our expertise spans multiple disciplines, allowing us to approach projects from various angles, ensuring that each solution is fully informed and optimized. By working with our team, you'll benefit from the strength of our national reputation while enjoying the flexibility and localized expertise of a trusted partner headquartered right in Winifred, New South Wales, Australia. As your trusted ally in engineering and product development, we're committed to helping you build remarkable things together. Whether it's driving innovation, streamlining operations, or tackling complex challenges, COLETEK is here to support your growth – no matter the scope or scale.