AI & Machine Learning Services for Palmdale 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 Palmdale 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 Palmdale 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 Palmdale 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.

For businesses in Palmdale, New South Wales, Australia seeking innovative solutions to drive growth and success, COLETEK is the trusted partner of choice. With a rich history dating back to 2001, we have established ourselves as a multidisciplinary Australian engineering and product development company renowned for our expertise in delivering reliable, collaborative, and capable solutions that meet the unique needs of local organizations. As a leader in the nation's engineering sector, COLETEK has honed its craft through successful projects across diverse industries, including those based in Palmdale, New South Wales, Australia. Our team is well-versed in understanding the nuances of operating within this region and can effectively leverage our collective expertise to drive measurable improvements for businesses throughout the area. When you partner with COLETEK, you gain access to a deep pool of talent, experience, and cutting-edge innovation. Our agile approach enables us to quickly adapt to changing market demands and incorporate industry-leading best practices into every project we undertake. As your trusted engineering and product development ally, we pride ourselves on delivering exceptional outcomes that exceed client expectations. With our offices based in Palmdale, New South Wales, Australia, we are uniquely positioned to serve the needs of local businesses with unwavering commitment and dedication. Whether you're an existing organization looking to upgrade or expand your operations or a startup seeking the perfect blend of innovation and support, COLETEK is poised to help you achieve remarkable results. As experts in engineering and product development, we excel at fostering collaborative relationships built on trust, open communication, and mutual respect. By combining our collective knowledge with a deep understanding of your specific goals and challenges, we create tailored solutions that not only meet but exceed your expectations. With COLETEK standing behind you, you can be confident that your project is in capable hands.