AI & Machine Learning Services for Topi Topi 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 Topi Topi 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 Topi Topi 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 Topi Topi 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 thriving hub of economic activity in regional New South Wales, Topi Topi is home to a diverse range of innovative businesses. At COLETEK, we're proud to have been serving these entrepreneurs and leaders since 2001 as a trusted partner for engineering and product development needs.

We've built our reputation across Australia by delivering bespoke solutions that empower our clients to stay ahead of the curve. Our multidisciplinary team draws on expertise from various fields to develop innovative products, prototypes, and manufacturing processes that address real-world challenges. Whether you're a startup or an established business in Topi Topi or beyond, we're committed to helping you achieve your goals.

As a business operating throughout New South Wales, including Topi Topi, we understand the unique needs of regional companies. We know that our clients often require customized support, flexible collaboration, and reliable expertise to overcome the challenges associated with product development and engineering projects. Our team is structured to provide exactly this kind of personalized attention, leveraging our extensive experience in manufacturing, prototyping, and testing to drive your business forward.

In Topi Topi, we work closely with local businesses from various sectors, including agriculture, tourism, and manufacturing. By partnering with COLETEK, you'll gain access to a comprehensive suite of capabilities that can help you overcome any obstacle or seize new opportunities. Whether you need guidance on product design, process optimization, or supply chain management, our team is equipped to deliver reliable support every step of the way.

When it comes to engineering and product development, businesses in Topi Topi and throughout Australia require a partner that can bridge the gap between innovative ideas and successful implementation. At COLETEK, we're passionate about helping entrepreneurs and leaders turn their vision into reality, leveraging our collective expertise to build products and processes that transform industries.