Sunset Predictor

Pet project to learn ML

Idea

Predict sunset by weather data

Realization

Collect dataset

Input:

• Lat, Lng
• Weather data in place
• Weather data from 160km on sunset direction

Output:

• Is sunset is colored (red)
• Is the horizon clean (without clouds)
• Is horizon colored

Tech stack

• AWS
  • ECS (Fargate) (To save streams > 30min)
  • Lambda (Serverless server)
  • EventBridge (To schedule recorder)
  • ECR (For docker images)
  • DynamoDB (To collect dataset)
• Terraform
• FFmpeg to download stream
• NestJS

Features

GitHub actions

• Build NestJS app
• Build Docker image
• Apply terraform configuration

Road Map

• Collect data set from several places
• Create ML model to predict factors of a sunset