𝗔𝘁𝗮𝗿𝗶 𝗣𝗲𝗿𝗳𝗼𝗿𝗺𝗮𝗻𝗰𝗲 𝗖𝗼𝗻𝘀𝗶𝘀𝘁𝗲𝗻𝗰𝘆

𝗔𝘁𝗮𝗿𝗶 𝗣𝗲𝗿𝗳𝗼𝗿𝗺𝗮𝗻𝗰𝗲 𝗖𝗼𝗻𝘀𝗶𝘀𝘁𝗲𝗻𝗰𝘆

You want your AI to perform well on Atari. Consistent scores are hard to get. The problem is often the observation.

Single frames lack motion data. The AI does not know if a ball moves left or right.

Fix this with frame stacking. Stack multiple frames together.

This helps the agent:

• See velocity.
• See direction.
• Make better choices.

Results improve when agents see more. Consistency goes up. Performance stays high.

Source: https://dev.to/paperium/observe-and-look-further-achieving-consistent-performance-on-atari-498f

Optional learning community: https://t.me/GyaanSetuAi