Well, when I go on emoji shows it doesn't have the search corner where I have to keep looking for the emoji manually. This feature is currently avaiable only on mobile phones.
: symbol in a chat and type a word. The app will suggest you emoji by this word.
If you find a missing keyword for an emoji, you are welcome to suggest it here: https://translations.telegram.org/en/emoji.