What is the relationship between a semi-positive definite matrix or a positive definite matrix and a convex optimization?

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Can somebody give me a geometric representation of the relationship between a semi-positive definite matrix or a positive definite matrix and a convex optimization? I have been studying on this but still struggling to get the understanding of the picture about it. Some explanations and a visual representation much appreciated.