Machine Learning with Python

• Machine Learning is the Field of study that Gives Computers the ability to learn without being Explicitly Programmed.

• It is the subset of AI, which enables the Machine to Automatically Learn from data, improve performance from past experience and make predictions.

• A Computer Program is said to learn from Experience E with respect to some Task T and some performance measure P, if its performance on T, as measured by P, improves with Experience E.

Traditional Programing

Let’s see Example

Teach a computer to follow traffic Light Rules

1. If Red, stop car and turn off engine.

2. Else if yellow start your car Engine.

3. Else If green go!!

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• Simple and a smaller number of rules

• Easy to program.

Why even bother with Machine Learning?

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Why we Use Machine Learning?

Teach a computer to Identify

• Running

• Jumping

• Walking

In this Image Can you right the rules?

How many rules do need to be right?

Machine Learning Approach

Types of Machine Learning

• Supervised Learning

• Unsupervised Learning

Supervised Learning

A type of Machine Learning which requires a human Labelled Dataset, which provides the necessary supervision during Training a ML Algorithm.

What is Training? What is dataset?