AI & Machine Learning Services for Abington 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 forAbington 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 Abington 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 forAbington 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.

Connecting Abington and Beyond: COLETEK's Commitment to Northern Tablelands Businesses

In the heart of New South Wales, Australia, lies the vibrant community of Abington, nestled within the picturesque Northern Tablelands region. As a vital part of this thriving area, it's essential to have trusted partners like COLETEK on your side. For years, we've been proudly serving local entrepreneurs and small-to-medium-sized businesses in Abington, providing tailored solutions for their unique needs. As an Australian company with national reach, COLETEK understands the intrinsic value of community-driven initiatives that strengthen local economies. We're committed to building strong relationships with Abington's business owners and residents, actively engaging with the area's distinct culture, traditions, and entrepreneurial spirit. By placing utmost importance on trust, innovation, and local presence, we've established ourselves as a reliable ally for those looking to grow their businesses in the Northern Tablelands. Our extensive experience has equipped us with the expertise to effectively address the challenges faced by Abington-based enterprises. From navigating regulatory hurdles to implementing cutting-edge technology solutions, our team is well-versed in the intricate nuances of operating in this region. By partnering with COLETEK, businesses in Abington can expect a deep understanding of local dynamics, combined with national scale and resources. Our presence in Abington enables us to provide real-time support, fostering long-term connections that help drive economic growth throughout the Northern Tablelands. We believe that by investing in our community's prosperity, we can unlock new opportunities for residents, foster job creation, and contribute to the region's ongoing development. COLETEK is dedicated to being a trusted presence in Abington, actively working alongside local organizations, entrepreneurs, and community leaders to drive positive change. We're proud of our reputation as a reliable and innovative partner, continuously striving to enhance our services, adapt to emerging trends, and strengthen ties with the business community. So if you're an entrepreneur looking for a committed ally that truly understands the essence of Abington and the Northern Tablelands, we invite you to explore COLETEK's customized solutions tailored specifically to your unique needs. With years of experience and a deep understanding of local dynamics, we're confident in our ability to support your business growth and contribute to the prosperity of this remarkable region. Contact Us