JavaScript: The Definitive Guide is the Javascript book recommended by Yahoo's Douglas Crockford in his lecture linked here.

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This book starts by covering all the fundamentals such as data types, variables, operators, functions, and arrays. Then it goes into Objects and object-oriented Javascript. Advanced topics includes scripting cookies, DOM, and event handling.