How does one approach towards machine learning?[D]

I honestly am so confused rn as the ml community is overburst with people only caring about building rag modules and agentic ai for larger corporations.

I have a passion for machine learning but honestly it feels really confusing as to what really counts today. I would love some advice on what exact learning counts in this field like what exact topics, tech and tools?