AI & Machine Learning Services for Nelligen 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 Nelligen 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 Nelligen 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 Nelligen 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 hub of activity on the South Coast of New South Wales, Nelligen is a thriving community that relies heavily on innovative solutions to drive its economy forward. With this in mind, it's essential for local businesses to have access to trusted partners who can help them overcome complex engineering challenges and bring their ideas to life. That's where COLETEK comes in – a multidisciplinary Australian engineering and product development company established in 2001 with a reputation for reliability, innovation, and collaboration. Based in Nelligen, New South Wales, Australia, we have the unique privilege of serving businesses across our local community, providing tailored solutions that cater to their specific needs. By doing so, we're not only empowering industry leaders but also contributing to the region's growth and development. Our national stature as a trusted advisor enables us to operate throughout Australia, effortlessly connecting with clients in Nelligen, New South Wales, Australia and beyond. COLETEK's experts have mastered various engineering disciplines, taking pride in their versatility and ability to tackle projects across diverse sectors. We believe that no challenge is too great or complex for our team, and we strive to deliver solutions that are not only technically impressive but also sustainable and environmentally conscious. Our focus on collaboration ensures that clients receive the personalized attention they deserve, fostering long-term relationships built on trust and open communication. As seasoned practitioners of engineering and product development, we're committed to staying at the forefront of innovation, continually refining our skills and expertise to stay ahead of the curve. We've earned a reputation for delivering exceptional quality, meeting tight deadlines, and surpassing client expectations. By leveraging COLETEK's capabilities, Nelligen, New South Wales, Australia businesses can benefit from increased productivity, improved efficiency, and a more competitive edge in their respective markets. When you need a partner to help you bring your vision to life, look no further than COLETEK. We're dedicated to driving progress and supporting the growth aspirations of local entrepreneurs. If you're looking for a trusted ally that can empower your business in Nelligen, New South Wales, Australia or across Australia, we invite you to explore our services and experience firsthand what sets us apart.