AI & Machine Learning Services for Hargraves 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 forHargraves 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 Hargraves 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 forHargraves 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.

Serving the Heart of the Tablelands: COLETEK's Commitment to Hargraves and Surrounds

Nestled in the picturesque Central Tablelands, Hargraves is a thriving rural community that relies on the support of trusted businesses like COLETEK. As a reputable Australian company with national reach, we're proud to have a strong local presence in this charming area, serving the needs of our customers and partners throughout Hargraves, Central Tablelands, New South Wales, Australia. COLETEK's commitment to the region is built on a foundation of trust, innovation, and genuine community involvement. We understand that each business in Hargraves and surrounds has its unique set of challenges and opportunities. That's why we take the time to get to know our clients, their operations, and their needs, providing tailored solutions that drive growth, enhance efficiencies, and promote long-term success. As a nation-wide company with local roots, COLETEK brings a wealth of knowledge, expertise, and resources to the table, empowering businesses in Hargraves and beyond. Our extensive experience spans various sectors and industries, equipping us to address a broad range of issues and needs. Whether you're looking for guidance on process improvements, technology integration, or strategic planning, our team is dedicated to delivering high-quality support that enhances your operations and fosters sustainable growth. As a trusted partner in the local business landscape, COLETEK is committed to staying ahead of the curve through ongoing innovation and professional development. We invest in the latest tools, technologies, and methodologies, ensuring that our expertise keeps pace with the evolving needs of our customers. This dedication to growth and self-improvement allows us to provide cutting-edge solutions that drive real results for businesses in Hargraves and surrounding areas. As a local company serving the Heart of the Tablelands, COLETEK is invested in the vitality and prosperity of this special region. We're proud to contribute to the community's development through our work with local businesses, stakeholders, and organizations. By putting our roots down and staying committed to the area's growth, we're confident that our collective efforts will yield a brighter future for everyone involved. If you're looking for a trusted partner to guide your business towards success in Hargraves, Central Tablelands, New South Wales, Australia, please don't hesitate to reach out. Our dedicated team is here to listen, support, and empower your organization so that it can thrive in this beautiful region. Contact Us