AI & Machine Learning Services for Springside 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 Springside 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 Springside 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 Springside 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 community in New South Wales, Australia, Springside presents a unique set of challenges and opportunities for local businesses. With its strong agricultural roots and growing industrial sector, the area requires innovative solutions to stay ahead of the curve. This is where COLETEK comes in – a multidisciplinary Australian engineering and product development company established in 2001. For over two decades, we've been serving businesses across Springside, New South Wales, Australia, delivering tailored products and services that drive reliability, efficiency, and growth. Our national reputation for trusted expertise has earned us the confidence of clients from various sectors – a testament to our commitment to collaboration and capability. What sets COLETEK apart is our holistic approach to engineering and product development. We don't just provide solutions; we partners with businesses to understand their needs and deliver custom-made products that meet those demands. Our team of experts has the skills, knowledge, and experience to tackle complex challenges, from design and prototyping to testing and manufacturing. Operating throughout Springside, New South Wales, Australia, as well as across the country, COLETEK's presence means that businesses in our region can tap into our collective expertise, regardless of their size or industry. We're proud to serve as a trusted ally for local entrepreneurs, manufacturers, and innovators, helping them navigate the ever-changing landscape of Springside. As Springside's economy continues to evolve, so do its needs. At COLETEK, we're well-positioned to support the region's growth through our capacity for innovation, our commitment to partnerships, and our passion for engineering excellence.