AI & Machine Learning Services for Markwell 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 forMarkwell 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 Markwell 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 forMarkwell 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.

Partnering with Local Businesses on the Mid North Coast: COLETEK's Commitment to Markwell and Beyond

As a trusted Australian company, COLETEK has been proud to serve local businesses like yours in Markwell, Mid North Coast, New South Wales, Australia. For years, we've invested time and resources into understanding the unique needs of our community, earning our reputation as a knowledgeable and reliable partner for entrepreneurs and small business owners alike.

Firmly rooted on this beautiful coastline, we take pride in being an integral part of the fabric that makes Markwell's economic pulse beat. Our commitment to supporting local enterprises extends far beyond just completing individual projects; we're dedicated to fostering long-term growth and development throughout the region. By understanding your specific needs, tailoring our approach to suit your business objectives, and drawing upon our collective industry expertise, COLETEK empowers you to achieve your vision.

Nationwide, COLETEK has built an enviable track record of delivering unparalleled results for clients across diverse sectors and geographies. This robust national presence has allowed us to tap into the best practices, innovative strategies, and cutting-edge tools, which we then adapt and apply within our local Markwell focus areas. Our ability to balance broad expertise with grassroots understanding sets us apart as a trusted ally in your business journey.

We believe that trust is built through consistent performance, reliability, and genuine involvement in the community. At COLETEK, you'll find a team passionate about collaborating with fellow Markwellians to drive progress and prosperity – from small start-ups to established enterprises seeking expansion or revitalization. Whether you're expanding your customer base, optimizing internal processes, or navigating regulatory complexities, our collaborative approach ensures that your unique goals are the primary focus of our work together.

Innovative thinking, creative problem-solving, and relentless dedication make COLETEK a go-to partner for forward-thinking Markwell businesses seeking to overcome challenges and seize opportunities. Our unshakeable commitment to the local community drives our tireless pursuit of innovative solutions tailored to meet the specific needs of your industry or sector.

As you consider the right partner to drive growth for your Markwell-based venture, we invite you to explore our extensive experience and capabilities in serving the region's dynamic business landscape. Whether you're just starting out or aiming to take things to the next level, COLETEK stands ready to leverage its collective expertise, national presence, and local roots to help you achieve your aspirations.