AI & Machine Learning Services for Macgregor 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 Macgregor 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 Macgregor 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 Macgregor 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 trusted national engineering and product development company established in 2001, COLETEK is proud to serve businesses across Macgregor, Australian Capital Territory. With over two decades of experience, we've developed a reputation for delivering innovative solutions that drive results. Our multidisciplinary team combines expertise in mechanical, electrical, and software engineering to address the unique challenges faced by organizations in this region.

In Macgregor, Australian Capital Territory, COLETEK supports local businesses in their pursuit of growth, innovation, and operational efficiency. We work closely with clients across various industries to design, develop, and deliver custom products that meet their specific needs. Whether you're seeking to enhance your product line, improve existing processes, or bring a new idea to life, our team is equipped to provide the expertise and resources necessary for success.

COLETEK's presence in Macgregor, Australian Capital Territory, allows us to better understand the local market, culture, and regulatory landscape. This proximity enables us to engage more effectively with clients, ensuring that their voice is heard and their needs are met. By combining our national expertise with a deep understanding of the local context, we can deliver tailored solutions that drive real value for businesses in Macgregor, Australian Capital Territory.

We take pride in being a reliable partner for businesses seeking to advance their operations. Our collaborative approach, technical capability, and commitment to delivering on time and within budget have earned us a reputation as a trusted engineering partner. By partnering with COLETEK, organizations in Macgregor, Australian Capital Territory can be confident that they're working with a team that shares their values and is dedicated to their success.