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"Transition Metal Oxides for Electrochemical Energy Storage" is a comprehensive review of lithium-based batteries, focusing on the importance of transition metal oxides as cathode materials. The book covers various aspects of these batteries, including their basic operation, crystal structure, electronic properties, and degradation mechanisms. It also addresses the "cobalt problem" associated with lithium-ion batteries and includes a chapter on machine learning for battery design optimization. The book is suitable for researchers and graduate students in the field and is recommended as a reference text. [Extracted from the article]