Recap – The general AI framework/Blueprint
Let's recap the whole AI Blueprint, so that you can print it out and put it on your wall.
Step 1: Building the environment
- Step 1-1: Introducing and initializing all the parameters and variables of the environment.
- Step 1-2: Making a method that updates the environment right after the AI plays an action.
- Step 1-3: Making a method that resets the environment.
- Step 1-4: Making a method that gives us at any time the current state, the last reward obtained, and whether the game is over.
Step 2: Building the brain
- Step 2-1: Building the input layer composed of the input states.
- Step 2-2: Building the hidden layers with a chosen number of these layers and neurons inside each, fully connected to the input layer and between each other.
- Step 2-3: Building the output layer, fully connected to the last hidden layer.
- Step 2-4: Assembling the full architecture inside a model...