AI & Machine Learning Services for Harrietville 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 Harrietville 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 Harrietville 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 Harrietville 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.

For decades, COLETEK has been a trusted partner for businesses seeking engineering and product development expertise in Harrietville, Victoria, Australia. As a multidisciplinary Australian company established in 2001, we've built our reputation on delivering reliable solutions to clients nationwide. Our team of innovative thinkers is dedicated to empowering local organizations like yours to achieve their goals. Based in Harrietville, Victoria, Australia, COLETEK understands the unique challenges and opportunities presented by this vibrant community. We're proud to contribute to the region's growth through collaborative efforts with businesses of all sizes and sectors. By leveraging our expertise, you can tackle complex problems, optimize operations, and seize new market opportunities. At COLETEK, we don't just talk about innovation – we live it. Our talented engineers and product developers are committed to staying at the forefront of technological advancements, ensuring that your projects receive the cutting-edge attention they deserve. Whether you're looking to improve processes, develop new products, or enhance overall efficiency, our capabilities will help you achieve your objectives. Throughout Harrietville, Victoria, Australia, businesses have come to rely on COLETEK as a trusted ally in their pursuit of excellence. By partnering with us, you'll gain access to a network of experts who understand the intricacies of the region and are well-equipped to handle any challenge that comes your way. When you team up with COLETEK, rest assured that you're working with a company that shares your values and is committed to ensuring your success. We pride ourselves on our collaborative approach, taking the time to listen to your needs and develop tailored solutions that meet your unique goals and objectives. As Harrietville, Victoria, Australia continues to evolve and thrive, we're honored to play a role in its growth. Whether you're a startup or an established business, COLETEK is here to support your journey towards greatness.