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What is Machine learning

What is Machine learning

Machine learning is a part of artificial intelligence (AI) that allows computers to learn from data and improve at tasks without being explicitly programmed for every step.


In simple terms


Instead of telling a computer exactly what to do, you show it examples, and it figures out patterns on its own.


How it works (basic idea)


Data – You give the computer lots of examples

Example: photos of cats and dogs


Model – The computer uses a mathematical model to study the data


Training – The model learns patterns (like shapes, colors, sizes)


Prediction – It uses what it learned to make guesses on new data

Example: “This new photo is a cat”


Everyday examples of machine learning


๐Ÿ“บ YouTube/Netflix recommendations


๐Ÿ“ง Email spam filters


๐Ÿ“ฑ Face recognition on phones


๐Ÿ—ฃ️ Voice assistants (Siri, Alexa)


๐Ÿ›’ Online shopping suggestions


Main types of machine learning


Supervised learning

Learns from labeled data (answers are provided)

Example: predicting test scores


Unsupervised learning

Finds patterns without labels

Example: grouping similar songs


Reinforcement learning

Learns by trial and error with rewards

Example: game-playing AI


Why machine learning is important


Handles huge amounts of data


Improves over time


Helps automate complex tasks


Used in science, medicine, gaming, and more

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Statistics and mathematics for ML


Supervised, Unsupervised, and Reinforcement Learning


Real-world datasets, hands-on projects, and practical use cases


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