What is Machine Learning?

Machine Learning is a subset of Artificial Intelligence that allows systems to learn from data and improve their performance without being explicitly programmed. It is widely used in applications like recommendation systems, chatbots, fraud detection and more.

 How Does Machine Learning Work?

Machine Learning algorithms analyze data, identify patterns and make predictions. When new data is introduced, the system uses previously learned patterns to generate accurate results.

 Types of Machine Learning

• Supervised Learning

• Unsupervised Learning

• Reinforcement Learning

Each type is used to solve different kinds of real-world problems.

 Tools Used in Machine Learning

To work in Machine Learning, you need to learn tools like:

• Python

• Pandas

• NumPy

• Scikit-learn

• TensorFlow

These tools help in building and deploying real-world ML models.

 Career Opportunities

After learning Machine Learning, you can apply for roles such as:

• Machine Learning Engineer

• Data Scientist

• AI Developer

• Data Analyst

Freshers can expect a starting salary between ₹4–8 LPA depending on skills and projects.