![스크린샷 2023-08-23 21 16 22](https://private-user-images.githubusercontent.com/24292848/262665778-40bf40a9-f71b-4e3c-9b21-6fd43df11ea6.png?jwt=eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJpc3MiOiJnaXRodWIuY29tIiwiYXVkIjoicmF3LmdpdGh1YnVzZXJjb250ZW50LmNvbSIsImtleSI6ImtleTUiLCJleHAiOjE3MzkzNzMxODAsIm5iZiI6MTczOTM3Mjg4MCwicGF0aCI6Ii8yNDI5Mjg0OC8yNjI2NjU3NzgtNDBiZjQwYTktZjcxYi00ZTNjLTliMjEtNmZkNDNkZjExZWE2LnBuZz9YLUFtei1BbGdvcml0aG09QVdTNC1ITUFDLVNIQTI1NiZYLUFtei1DcmVkZW50aWFsPUFLSUFWQ09EWUxTQTUzUFFLNFpBJTJGMjAyNTAyMTIlMkZ1cy1lYXN0LTElMkZzMyUyRmF3czRfcmVxdWVzdCZYLUFtei1EYXRlPTIwMjUwMjEyVDE1MDgwMFomWC1BbXotRXhwaXJlcz0zMDAmWC1BbXotU2lnbmF0dXJlPTVlMzYyNjk5MzY1YmE3YWUyZTAwMjU3Zjc4OTVmNjg3OWE4N2ZkNzcyNTEyNDc3YjZlYjc5MGQ3YjIyYWYzNjQmWC1BbXotU2lnbmVkSGVhZGVycz1ob3N0In0.v7gkJGLGcfay-iAgQI69-Mt9o4AcMcV0N5XJLSym5GM)
you can see some implementations of uncertainty estimation
Gaussian process
![스크린샷 2023-08-23 21 14 45](https://private-user-images.githubusercontent.com/24292848/262665448-47869263-aac6-4573-a59f-5ea06c384987.png?jwt=eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.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.BjQpl-5JxhvDuAxXg70l8yaBap4ebJg45TlNnAg6gP8)
The performance of which is best of all but estimation time infinitely incereases as data increase
Bayesian Neural Network
I implemented naive bnn and convolutional bnn
the performance of which is not like gaussian process but reduced estimation time
![스크린샷 2023-08-23 22 32 17](https://private-user-images.githubusercontent.com/24292848/262685241-efc70c75-0a6a-4767-bffb-4539c0301f06.png?jwt=eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.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.0QTw6_C1z4SDrnEleASd4vPuKFi4hFLp7dG-9rtXX3E)
Mixture Density Network
Doesn't have noise assumption so we need more data but The most practical model so far
![스크린샷 2023-08-23 18 30 26](https://private-user-images.githubusercontent.com/24292848/262666028-e821b083-e3b0-48c8-9d28-4023650d8881.png?jwt=eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJpc3MiOiJnaXRodWIuY29tIiwiYXVkIjoicmF3LmdpdGh1YnVzZXJjb250ZW50LmNvbSIsImtleSI6ImtleTUiLCJleHAiOjE3MzkzNzMxODAsIm5iZiI6MTczOTM3Mjg4MCwicGF0aCI6Ii8yNDI5Mjg0OC8yNjI2NjYwMjgtZTgyMWIwODMtZTNiMC00OGM4LTlkMjgtNDAyMzY1MGQ4ODgxLnBuZz9YLUFtei1BbGdvcml0aG09QVdTNC1ITUFDLVNIQTI1NiZYLUFtei1DcmVkZW50aWFsPUFLSUFWQ09EWUxTQTUzUFFLNFpBJTJGMjAyNTAyMTIlMkZ1cy1lYXN0LTElMkZzMyUyRmF3czRfcmVxdWVzdCZYLUFtei1EYXRlPTIwMjUwMjEyVDE1MDgwMFomWC1BbXotRXhwaXJlcz0zMDAmWC1BbXotU2lnbmF0dXJlPTRkNzBmYzQ1OThhNjhkYzJkNTZlZGJmZTU2OTM3MWIxNjc3ZjcxYWExYzMwNmYxOTVlNWEzNTliM2YzZjgwYWMmWC1BbXotU2lnbmVkSGVhZGVycz1ob3N0In0.7FXLnm4pMqMHqx7HzC6QxMe-b9HnV5QwJEqA4_SL8zQ)