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Despite its strengths, the publication's 2017 edition may pose challenges for those seeking to utilize the latest advancements in TensorFlow 2 and other updated frameworks. Readers are encouraged to consider more recent resources for the most current methodologies and techniques in deep learning. Nevertheless, Gulli and Pal provide insightful foundations that remain relevant for those beginning their journey into neural networks, ensuring that readers can still benefit from their extensive knowledge and experience in the field.