Traditional Programming: Based on Rules

IF this DO that

Example: Predict price of a home

Design an algorithm taking all factors into consideration:

Location, Home size, Age, Condition, Market, Economy etc

Machine Learning: Learning from Examples

(NOT Rules)

Give millions of examples

Create a Model

Use the model to make predictions!

Challenges:

No of examples needed

Availability of skilled personnel

Complexity in implementing MLOps