AI & Machine Learning Services for Langkoop 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 Langkoop 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 Langkoop 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 Langkoop 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.

At COLETEK, we're proud to call ourselves a multidisciplinary Australian engineering and product development company established in 2001. For nearly two decades, we've been delivering innovative solutions that transform industries and improve lives. With our headquarters based in Langkoop, Victoria, Australia, we've had the privilege of serving businesses across this remarkable region. Our team has a deep understanding of the unique challenges and opportunities present in Langkoop, Victoria, Australia's diverse economy. We're committed to working closely with local business owners and decision-makers to develop tailored solutions that address their specific needs and goals. Whether you're looking to optimize your operations, enhance your product offerings, or drive growth, our expertise can help. At COLETEK, we're not just engineers – we're problem-solvers, collaborators, and innovators who thrive in the fast-paced, ever-changing environment of Langkoop, Victoria, Australia's economic landscape. Our capabilities span multiple disciplines, including mechanical engineering, electrical engineering, chemical engineering, and more. We leverage our collective expertise to craft comprehensive products that meet the highest standards of quality, reliability, and functionality. Through our operations throughout Australia, we've earned a reputation as trusted partners who can deliver results. From concept development to prototype testing, production, and manufacturing – we're there every step of the way, ensuring your project's success. Our team is constantly adapting to emerging trends and innovative technologies, empowering us to stay ahead of the curve. When you partner with COletek, you'll gain access to our full suite of engineering and product development capabilities while operating within a framework that prioritizes local insights, cultural understanding, and community engagement. We're committed to being a good neighbor in Langkoop, Victoria, Australia – supporting initiatives that promote economic growth, job creation, and social progress.