If you have a visa for Beijing, do you need another for Hongkong?

There are direct high speed rides to Yellow Mountain, you can take it directly. To HK, you may take a ride from Yellow Mountain to Shenzhen or Guangzhou first and then to HK. Passport holders of many countries can enjoy a visa free stary in HK. You can check if you can use it.