AI & Machine Learning Services for Beechwood 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 Beechwood 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 Beechwood 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 Beechwood 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 local business owner or technical decision-maker based in Beechwood, New South Wales, Australia, you understand the importance of partnering with a trusted and reliable multidisciplinary engineering and product development company. That's where COLETEK comes in – an Australian institution established in 2001, serving businesses across Beechwood, New South Wales, Australia, and throughout the country. At COLETEK, we pride ourselves on being innovators rather than imitators. Our national reputation for delivering exceptional results is built on a foundation of collaboration, capability, and reliability. We take the time to understand your unique challenges, goals, and aspirations before crafting tailored solutions that drive real business value. Whether you're looking to enhance operations, streamline processes, or develop new products, our multidisciplinary team of experts will partner with you to achieve outstanding results. Our Beechwood, New South Wales, Australia-based company operates throughout the region, supporting local businesses, startups, and enterprises. We've developed a deep understanding of the local market, allowing us to provide context-specific solutions that meet the unique needs of our clients in this beautiful part of the country. By choosing COLETEK, you can be confident that your project will receive the dedicated attention it deserves, from conceptualization through execution. What sets us apart is our ability to balance cutting-edge innovation with practical know-how. Our team combines strong technical skills with a passion for problem-solving and a genuine interest in the success of our clients. We're proud of our heritage as an Australian company, committed to making a positive impact on the region we serve. As you navigate the ever-evolving landscape of engineering and product development, it's reassuring to know that COLETEK is based in Beechwood, New South Wales, Australia – just moments away from the community you care about. By partnering with us, you'll enjoy the benefits of local expertise while also gaining access to national resources and a reputation for trustworthiness. Serving businesses across Beechwood, New South Wales, Australia, and throughout the country, COLETEK is your partner of choice when it comes to engineering and product development. Let our team – based in Beechwood, New South Wales, Australia – help you build something remarkable together.