L2 regularization adds a penalty to an algorithm by summing the total of all the squares of it's parameters.

L2 regularization can be formally written as

• Definitions
  • controls the amount the algorithm will be penalized for larger parameters
  • is the total parameters in the algorithm
  • is the parameter of the algorithm