AI & Machine Learning Services for Barrington 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 Barrington 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: YOLO, EfficientDet, Faster R-CNN, Mask R-CNN
• Frameworks: TensorFlow, Keras, PyTorch, Caffe, ONNX

We’ve deployed AI models on platforms like the Raspberry Pi, and optimized high-performance systems using NVIDIA Jetson (Nano, Xavier, TX1) and NVIDIA Tesla V100 GPUs. For cost-effective, lightweight models and ultra-low-power use cases - we use AI-capable MCUs (e.g., STM32-class). Our team understands both the constraints of edge devices and the throughput of datacenter-grade accelerators.

Applications of our AI & Machine Learning Services for Barrington 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 Barrington 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 empower businesses in Barrington and the Mid North Coast region of New South Wales with innovative AI and Machine Learning (ML) solutions. Our team of experts has extensive experience in delivering tailored solutions across diverse industries, helping clients maximize efficiency, optimize processes, and achieve remarkable results.

We understand the unique challenges faced by businesses in the region. Our approach is collaborative and tailored to your specific needs. We work closely with you to capture requirements, refine design decisions, prototype, iterate, integrate, and seamlessly transition your project into production readiness.

Whether you need assistance with proof-of-concept work, prototype refinement, design reviews, or technical feasibility assessments, our team is equipped to guide you through every step of the process. We leverage advanced technologies and methodologies to deliver robust and reliable solutions that meet your business objectives.

Remote collaboration is at the core of our working model, enabling us to support clients across regional and metropolitan areas. Our Australia-wide network of experts ensures access to the latest knowledge and resources, regardless of your location.

With over 150 successful R&D and product development projects under our belt, COLETEK has established itself as a trusted partner for businesses seeking to harness the power of AI and ML. Let us help you transform your operations and achieve lasting success in the Mid North Coast region and beyond.