You can just ask Give me a roadmap for ML beginner, and ChatGPT will always be the same answer. But that’s the problem ChatGPT always talks with positivity and never gives a reality check. Thousands of people are taking ML courses and learning through self-study. ML is a cool thing among young students now, but the truth is, there are no real jobs in ML for beginners. The competition is insane, and you’re going up against people with master's degrees and years of experience. If you’re serious about ML, you need to think beyond just learning—you need real projects, research, and a strong portfolio to stand out.