AI & Machine Learning Services for Tarwin 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 Tarwin 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 Tarwin 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 Tarwin 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 multidisciplinary Australian engineering and product development company established in 2001, COLETEK has become synonymous with reliability, innovation, and collaboration. Our team of experts based in Tarwin, Victoria, Australia is dedicated to delivering tailored solutions that drive success for local businesses across the region.

We're proud to operate throughout Tarwin, Victoria, Australia, serving companies like yours, providing high-quality engineering and product development services that help you stay ahead of the competition. Our trusted reputation nationally has earned us a spot as go-to partners for many businesses seeking expert guidance.

At COLETEK, we're all about empowering local economies by fostering strong relationships with businesses in Tarwin, Victoria, Australia. As your partner, we'll work closely to understand your unique needs and develop custom solutions that meet your specific challenges. Whether you're seeking expertise in mechanical engineering, system integration, or product design, our team is equipped to deliver results.

We've honed our skills by serving businesses of all sizes across Tarwin, Victoria, Australia and beyond. Our commitment to collaboration and building lasting connections has yielded remarkable outcomes for countless clients. Join the ranks of successful businesses benefiting from COLETEK's expertise – let us be your trusted partner in Tarwin, Victoria, Australia.

We're not just another engineering firm; we're a dedicated team of experts committed to delivering transformative results for businesses in Tarwin, Victoria, Australia. Our capabilities extend beyond product development to encompass strategic guidance, ensuring our clients stay focused on their goals while we handle the technical aspects.