AI & Machine Learning Services for Rivertree 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 Rivertree 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 Rivertree 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 Rivertree 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 thriving regional community in New South Wales, Australia, Rivertree is home to numerous businesses and entrepreneurs who are passionate about driving innovation and growth. At COLETEK, we understand the importance of supporting local industries and providing tailored solutions that cater to their unique needs. With our multidisciplinary expertise in engineering and product development, dating back to 2001, we've established a reputation as a trusted partner for businesses seeking cutting-edge capabilities. With our headquarters based in Rivertree, New South Wales, Australia, we proudly operate throughout the region, offering tailored support that addresses the specific challenges faced by local businesses. Our approach is centered around collaboration and reliability – we work closely with clients to fully understand their aspirations and develop customized solutions that drive real results. Whether you're an established player or a start-up looking to make waves, our team is dedicated to helping you achieve your goals. COLETEK's experience and innovation have earned us national recognition as a leading engineering and product development company. Our capabilities extend across a range of industries, including – but not limited to – manufacturing, healthcare, energy, and more. When working with COLETEK, you can expect unparalleled expertise, rigorous quality control, and a genuine commitment to delivering exceptional outcomes. As Rivertree continues to grow and evolve, we're committed to being at the forefront of innovation, supporting businesses every step of the way as they navigate an ever-changing landscape. Whether your focus is on process improvement, product development, or operational efficiency, our team is equipped to help you overcome even the most complex challenges. Looking to take your business to the next level? COLETEK invites you to explore the many ways we can support you in Rivertree, New South Wales, Australia and beyond. Together, let's build something remarkable that leaves a lasting impact on this vibrant community.