Machine Learning Solutions

Implementing the Pong gaming bot

These are the implementation steps that we need to follow:

• Initialization of the parameters
• Weights stored in the form of matrices
• Updating weights
• How to move the agent
• Understanding the process using NN

You can refer to the entire code by using this GitHub link: https://github.com/jalajthanaki/Atari_Pong_gaming_bot.

Initialization of the parameters

First, we define and initialize our parameters:

• batch_size: This parameter indicates how many rounds of games we should play before updating the weights of our network.
• gamma: This is the discount factor. We use this to discount the effect of old actions of the game on the final result.
• decay_rate: This parameter is used to update the weight.
• num_hidden_layer_neurons: This parameter ...