AI & Machine Learning Services for Abermain 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 Abermain 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 Abermain 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 Abermain 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.

COLETEK empowers businesses in Abermain and the Lower Hunter Valley with innovative AI and Machine Learning (ML) solutions. Our team of experts has delivered over 150 projects across hardware and software, leveraging advanced technologies to solve complex business challenges.

We collaborate closely with clients from initial discovery through design decisions, prototyping, iteration, integration, testing, and production-readiness. Our approach is tailored to your specific needs, considering the unique requirements of your industry and deployment environment.

Whether you require a feasibility study for a new product, refinement of an existing prototype, or ongoing support with deployment and integration, COLETEK is your trusted partner. We leverage remote collaboration tools and Australia-wide support to deliver exceptional results regardless of your location.

Our expertise spans the entire AI and ML spectrum, from requirements capture and engineering trade-offs to integration planning and testing. We are committed to delivering practical and impactful solutions that align with your business objectives and empower you to achieve remarkable outcomes.

Let us help you harness the power of AI and ML to transform your business operations, optimize processes, and achieve sustainable competitive advantage in the Abermain region and beyond. Contact COLETEK today to schedule a consultation and discuss your specific needs.