AI & Machine Learning Services for Harolds Cross 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 Harolds Cross 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 Harolds Cross 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 Harolds Cross 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 business owner or technical decision-maker in Harolds Cross, New South Wales, Australia, you understand the importance of trusted partners in achieving your goals. At COLETEK, we pride ourselves on being a multidisciplinary Australian engineering and product development company established in 2001. Our reputation for reliability, innovation, and collaboration has earned us national recognition, making us an attractive choice for businesses seeking to drive growth and success throughout Australia. From our base in Harolds Cross, New South Wales, Australia, we operate throughout the country, providing guidance and expertise tailored to local needs. As a business operating in this region, you recognize the potential for innovation and economic growth that comes with partnering with an organization dedicated to engineering and product development. Our team is committed to understanding your unique challenges and delivering effective solutions that meet your specific requirements. At COLETEK, we believe that success lies in our ability to collaborate closely with clients, leveraging our collective knowledge and expertise to overcome complex challenges. By working alongside businesses across Harolds Cross, New South Wales, Australia, and throughout the country, we have developed a deep understanding of local markets and industries. This allows us to provide solutions that are tailored to the specific needs of each business, driving long-term results and fostering lasting relationships. In serving businesses in Harolds Cross, New South Wales, Australia, COLETEK has established a trusted reputation for excellence, built on our commitment to innovative engineering and product development. When you partner with us, you can be confident that you are aligning your business with a team of experts who possess the capability, expertise, and passion required to drive success. As a business in Harolds Cross, New South Wales, Australia seeking to achieve meaningful results, take the first step towards partnership by reaching out to COLETEK. Let us combine our strength and expertise with yours to create something remarkable together.