Going public means public offering, that anyone can buy its stock at the stock exchange. Taking a company private is the inverse of that: the company is no longer traded at the stock exchange.

Typical, but not the only scenarios are a management buy-out and a private entity offering to buy all stock. To make this work, it is usually necessary to offer a premium price.