Is it permissible for me to record private lessons on my mobile phone without the teacher's knowledge, bearing in mind that I will keep them for myself and not publish them?

There is no harm for the questioner in recording what the teacher was hired to explain to him without his knowledge, as long as it is for personal benefit and does not harm the teacher.