Amino acids are classified into essential, non-essential, and semi-essential types based on their ability to be synthesized by the human body. Essential amino acids must be obtained through diet, while non-essential can be made by the body, and semi-essential are needed in childhood. The biosynthesis of amino acids involves metabolic pathways like glycolysis and the Krebs cycle, with amination and transamination processes facilitating their formation.