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Yup. Except for words like снег and дождь, etc. много снега, много дождя.

What about the last sentece?

How about:

I learned many words.
Я учил много слов.

I memorized a few words.
Я запомнил несколько слов.

I know many common words.
Я знаю много обычных слов.