AI & Machine Learning Services for Inkerman 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 Inkerman 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 Inkerman 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 Inkerman 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 multidisciplinary Australian engineering and product development company established in 2001, COLETEK has earned a reputation as a trusted partner for businesses across Inkerman, Victoria, Australia. With our expert team's passion for innovation, we're committed to helping local industry leaders drive growth, increase efficiency, and stay ahead of the competition.

Based in Inkerman, Victoria, Australia, COLETEK operates throughout the region, providing tailored solutions that meet the unique needs of each business. By drawing on our extensive experience and capabilities, you can rely on us to support your initiatives and help you achieve your goals – whether you're looking to improve processes, develop new products, or enhance customer experiences.

At COLETEK, we pride ourselves on building strong relationships with our clients, founded on a culture of collaboration, transparency, and reliability. By working closely together, we can identify challenges, opportunities, and innovative solutions that drive results – all underpinned by our deep understanding of the local business landscape in Inkerman, Victoria, Australia.

Through decades of providing engineering and product development expertise to businesses across various sectors, COLETEK has developed a robust capability that empowers clients to take calculated risks, explore new markets, and transform their operations. By partnering with us, you can tap into our collective knowledge, skills, and resources to overcome complex challenges and seize opportunities.

We're proud to serve businesses in Inkerman, Victoria, Australia, including manufacturers, service providers, and entrepreneurial ventures – whatever your industry or size. Trust COLETEK to be a trusted companion in driving innovation, growth, and success for your organization.