Beginner wanting to learn ML

Hi folks. I want to learn and explore open-source AI-ML tools and eventually build my own models. I have prior experience of working on Low-code No-Code AI-ML Models and I know the general flow. Can anyone suggest me a learning path? do I need to know all the mathematical concepts of statistics, probability, etc. or can I get started with Python basics itself?