Lactobacillus is the bacteria that converts milk into curd (yogurt) by fermenting lactose (milk sugar) into lactic acid. This acid causes milk proteins to coagulate, forming curd. Mycobacterium causes TB, Salmonella causes food poisoning, and Penicillium is a fungus used for antibiotic production.