AI & Machine Learning Services for Tumbi Umbi 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 Tumbi Umbi 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 Tumbi Umbi 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 Tumbi Umbi 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.

We're proud to be a multidisciplinary Australian engineering and product development company established in 2001, with a reputation built on reliability, collaboration, and capability. Based in Tumbi Umbi, New South Wales, Australia, we operate throughout the region, serving businesses across all industries, including those in your community.

As a trusted national player in the engineering and product development space, COLETEK has developed a deep understanding of local business needs and challenges. We take pride in fostering strong relationships with our clients, ensuring seamless project execution, and exceeding expectations. Our Tumbi Umbi office is fully equipped to serve businesses in this area, providing proximity and convenience for a wide range of projects.

COLETEK's multidisciplinary approach enables us to tackle complex challenges across various engineering disciplines, from mechanical and electrical to software development and product design. This broad capability allows us to develop innovative solutions tailored to the unique needs of local businesses in Tumbi Umbi, New South Wales, Australia. Our national reputation for quality work and timely delivery has earned us the trust of clients across all sectors.

In addition to our technical expertise, COLETEK is committed to collaboration, open communication, and a deep understanding of the local context. We take pride in being an integral part of your business's journey, working closely with you every step of the way. Whether your project requires custom engineering solutions, product development, or strategy formulation, we're here to help.

So if your business is based in Tumbi Umbi, New South Wales, Australia, and you're looking for a trusted partner that understands local conditions and market demands, look no further than COLETEK. Our proximity, technical expertise, and commitment to collaboration make us the perfect fit for businesses of all sizes and sectors across this region.