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please suggest me a good book on the high energy physics where group theory is discussed for the beginner.
While this is true, in my experience, you will not find a HEP book that covers group theory to any larger extent apart from the very basics needed for the applications relevant to that book only. If you want a somewhat deeper introduction to group theory in physics, there are many dedicated books for this.ChrisVer said:Any book in particle physics will devote some part to group theory in high energy physics (e.g. Griffith's "introduction to elementary particles").