Interview Kickstart sells an outcome, not a subject, and you should read the whole program through that lens. The Advanced Machine Learning Course runs around nine months, with roughly seven months of curriculum spanning Python, classical machine learning, NLP, computer vision, reinforcement learning and the newer generative and agentic material, followed by a couple of months that are pure interview drilling. The teaching is done by people who have actually sat on the other side of the table at large tech companies, and that is genuinely the strongest part. The mock interviews, the feedback on how you communicate under pressure, and the sense of what a hiring committee is really listening for are things you cannot easily get from a self paced course, and they are the reason people pay.
Where I get uncomfortable is the money. The fee is not listed on the site, and you only find out the number once you have given them your details and taken a call, which is a pattern I have learned to distrust. These programs run well into four and sometimes five figures, and the honest way to think about it is as a bet on a salary increase rather than as tuition. If you land the role you were aiming for, the cost disappears into one or two paychecks.
If you do not, you have paid a lot for interview practice. The other thing to be clear about is the audience. This is not where you learn machine learning from scratch. It assumes you can already build and reason about models, and it spends its energy on getting you hired rather than on deepening your understanding.
So my take is narrow but firm. If you are an experienced engineer who specifically wants into top tier companies and you can stomach the price, it does the job it advertises. For almost everyone else, a strong fundamentals course plus your own interview preparation gets you most of the way for a fraction of the outlay.