Heavy syllables contain a long vowel sound or a vowel followed by a consonant, while light syllables contain a short vowel sound or a vowel followed by 'h'. Examples of heavy syllables are 'cake' and 'table', and examples of light syllables are 'picnic' and 'memory'.