Authors: include Ole-Christoffer Granmo
Published: 2022, TsetlinMachine.org
Unlock the secrets of creating transparent and accessible artificial intelligence with the free online book "Tsetlin Machines" by Ole-Christoffer Granmo, available at tsetlinmachine.org.
The Tsetlin Machine Learning Portal offers a comprehensive, free resource for learning how to develop Tsetlin Machines—a type of AI that offers full transparency in contrast to the often opaque models provided by Big Tech. Aimed primarily at undergraduate students, the material is nonetheless invaluable for anyone interested in a new, open approach to AI. The book provides step-by-step guides and code examples across a range of applications, from simple models to complex systems handling natural language processing and image understanding.
Starting with basic concepts in Chapter 1, "Your First Tsetlin Machine," the reader is introduced to the foundational elements through interactive Jupyter notebooks. Subsequent chapters delve into classification, regression (upcoming), and specialized topics like convolution, pattern weighing, and auto-encoding. The advanced sections of the book cover practical applications such as confidence measures, composite models, natural language processing, image understanding, and time series analysis.
tsetlinmachine.org not only democratizes learning in AI with easy access and a free knowledge base but also empowers learners to build AI models that are fully interpretable and trustworthy. This resource is a pivotal tool for anyone looking to step away from black box models and engage with a more transparent form of artificial intelligence.