AI & Machine Learning Services for Walkerville 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 Walkerville 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 Walkerville 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 Walkerville 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 business leader in Walkerville, Victoria, Australia, you understand the importance of partnering with a trusted engineering and product development company that can help you overcome challenges, capitalize on opportunities, and drive growth. COLETEK is proud to have established itself as a reliable and innovative partner for businesses across Walkerville and throughout Australia since 2001. With a multidisciplinary approach, our team of experts is capable of delivering tailored solutions that cater to the unique needs of businesses in Walkerville, Victoria, Australia. We believe in fostering strong relationships built on trust, collaboration, and mutual understanding. Our experts work closely with clients to identify challenges, develop innovative product designs or engineering solutions, and implement effective strategies for their specific industries. COLETEK's national reputation as a trusted partner has been earned through our commitment to delivering high-quality results, adapting to changing market conditions, and staying at the forefront of industry trends. Whether you're a start-up or an established business in Walkerville, Victoria, Australia, we have the expertise and experience to help you succeed. As a premier engineering and product development company, COLETEK is dedicated to supporting businesses across various sectors in Walkerville, Victoria, Australia. Our comprehensive services allow us to deliver solutions that address complex problems, enhance product performance, and improve operating efficiency. By leveraging our multidisciplinary approach, we can help you develop innovative products, optimize processes, or create new business opportunities. At COLETEK, we are passionate about building long-term relationships with businesses in Walkerville, Victoria, Australia. Our goal is to empower your organization to achieve its full potential by providing expert guidance, reliable support, and effective solutions that drive growth and prosperity. If you're looking for a trusted partner to help you overcome challenges or capitalize on opportunities in Walkerville, Victoria, Australia, we invite you to explore our capabilities and learn how we can assist you.