AI & Machine Learning Services for Maryland 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 Maryland 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 Maryland 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 Maryland 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 in Maryland, New South Wales, Australia, you understand the importance of partnering with trusted experts to drive growth and success. With our multidisciplinary engineering and product development expertise, COLETEK is dedicated to serving businesses across Maryland, New South Wales, Australia and throughout Australia, bringing our unique blend of innovation and reliability to your doorstep.

Established in 2001, COLETEK has built a reputation as a trusted partner for many Australian industries. Our team has years of experience in developing innovative products and solutions that meet the real-world needs of businesses like yours. Whether you're seeking to improve operational efficiency, enhance customer engagement, or launch new products, our collaborative approach ensures that your goals are achieved while minimizing risks.

Our experienced engineers, innovators, and project managers work closely with clients from Maryland, New South Wales, Australia and across the country to understand their challenges and opportunities. We use this deep understanding to craft tailored solutions that drive real business value. From strategy development to prototyping, testing, and deployment, we support you at every stage of your project.

At COLETEK, we're proud to have built a strong foundation in engineering and product development, with a focus on multidisciplinary expertise that cuts across multiple industries. Our comprehensive capability allows us to address complex challenges, leveraging our extensive experience in serving businesses like yours in Maryland, New South Wales, Australia.

If you're looking for a reliable partner to help achieve your business aspirations, look no further than COLETEK. We invite you to explore how our engineering innovation and reliability can benefit your organization and support your growth ambitions in Maryland, New South Wales, Australia and beyond.