EBLearn is an open-source machine learning library designed with a focus on deep learning and pattern recognition. Hosted on SourceForge at http://eblearn.sourceforge.net, EBLearn aims to provide researchers and developers with robust tools and algorithms for training and deploying models that can handle tasks such as image, video, and sound recognition.The framework is developed primarily in C++ and has been optimized for performance and flexibility. It supports multiple convolutional neural network architectures and includes various pre-processing and post-processing tools to facilitate the training and testing of machine learning models.EBLearn stands out due to its emphasis on efficiency and scalability, making it suitable for high-performance computing environments. The library is continuously updated by a community of contributors passionate about advancing the field of artificial intelligence through practical, innovative solutions. Whether for academic research, prototype development, or commercial applications, EBLearn offers a robust suite of tools to support advanced AI projects.