AI & Machine Learning Services for The Entrance 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 The Entrance 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: YOLO, EfficientDet, Faster R-CNN, Mask R-CNN
• Frameworks: TensorFlow, Keras, PyTorch, Caffe, ONNX

We’ve deployed AI models on platforms like the Raspberry Pi, and optimized high-performance systems using NVIDIA Jetson (Nano, Xavier, TX1) and NVIDIA Tesla V100 GPUs. For cost-effective, lightweight models and ultra-low-power use cases - we use AI-capable MCUs (e.g., STM32-class). Our team understands both the constraints of edge devices and the throughput of datacenter-grade accelerators.

Applications of our AI & Machine Learning Services for The Entrance 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 The Entrance 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.

At COLETEK, we empower businesses in The Entrance to harness the transformative power of AI and Machine Learning (ML). Our team of experienced engineers has successfully delivered over 150 R&D and product development projects across hardware and software, collaborating seamlessly with clients across regional and metropolitan areas.

We understand that every business is unique, with specific needs and challenges. That's why we take a tailored approach to every engagement, starting with in-depth requirements capture and engineering trade-offs. We then collaborate with you to refine prototypes, iterate on designs, and seamlessly integrate your AI/ML solutions into your existing workflows.

Our expertise extends beyond just technical implementation. We guide you through the entire process, from production-readiness planning to handover, ensuring a smooth and successful transition. We also prioritize remote collaboration and offer Australia-wide support, ensuring accessibility and responsiveness regardless of your location.

Whether you need assistance with proof-of-concept work, prototype refinement, design reviews, or technical feasibility assessments, our team is equipped to handle every stage of your AI/ML journey. We are driven by a desire to partner with businesses like yours and unlock their full potential through the power of innovative technology.

Let's discuss how COLETEK can empower your business in The Entrance to achieve exceptional outcomes with AI and Machine Learning. Contact us today to schedule a consultation and explore the possibilities.