No the word THAT is not necessary in the above sentence. You can say .... The person I like is my mom if you are talking conversationally but saying The person that I like the most is not incorrect either.
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Anonymous IS "THAT" necessary in that above sentence? ( Is that necessary in the sentences above?)No. It's optional.