If you have a high end GPU such as a GeForce GTX 1080 Ti and are playing at 1920x1080 on a 165hz GSync monitor with a max overclock Ryzen 7 series, it will make a difference. If you are playing with a regular mid range GPU (GTX 1050Ti, 1060) or at higher resolutions. You are not likely going to see a difference as the GPU speed will be the limiting factor in lower end cards or higher resolutions.
It's the same effect as high end gaming CPUs. While there are differences between an i7-7700K, i9-7900x, Ryzen 1700@4Ghz, &c. Unless you are building a high FPS system (fast GPU @ 1920x1080). You will likely not see a difference, at least on the majority of games. As the GPU will end up limiting you before the CPU.
Generally, 2400/2666 CL15/16 DDR4 is the sweet spot. The price is usually about the same as 2133mhz, sometimes cheaper. If you are thinking about the small price difference. Then you probably don't have the GPU and monitor for the difference to be measurable.
Don't waste money on 2800Mhz. Memory operates at 2133/2400/2666/2933/3200Mhz with Ryzen. So, any memory will downclock to the highest compatible speed.