Logo is a visual cornerstone of a company’s brand. Your company’s identity is visually expressed through its logo. A favicon is like a miniature logo. It helps internet users remember your brand. For changing Logo, You can do so by simply navigating to the Appearance > Theme Options > General.
For changing Logo for particular page, You can do so by simply navigating to the page options ( Page > Add New > Page Options > General ).