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Artificial intelligence and machine learning are often used interchangeably, but they are not the same thing. Machine learning is actually a branch of AI. Understanding the relationship between the two helps make many AI concepts easier to understand.

What is machine learning?
Machine learning is a branch of artificial intelligence that allows systems to learn from data. Instead of being programmed with instructions for every possible situation, a machine learning system analyzes data, identifies patterns, and uses those patterns to make predictions or decisions.
Over time, the system can improve its performance as it processes more information.

How does machine learning work?
Machine learning relies on training data. During training, the system analyzes examples and looks for patterns or relationships within the data.
Once it has learned those patterns, it can apply them to new information. For example, a machine learning model trained on thousands of emails may learn to identify characteristics commonly associated with spam messages. When a new email arrives, the model uses what it has learned to predict whether the message is legitimate or suspicious.

Machine learning is all around us
Many technologies people use every day rely on machine learning. Examples include:
• Email spam filtering
• Recommendation systems
• Fraud detection
• Voice assistants
• Image recognition
• Cybersecurity threat detection
In each case, the system is using patterns learned from data to help make decisions.

Why this matters
Understanding machine learning helps explain how many AI systems operate. Machine learning is one of the most common ways AI learns from data, recognizes patterns, and improves over time.
As we continue this AI series, machine learning will become an important foundation for understanding topics such as generative AI, chatbots, AI security, and AI applications in cybersecurity.

Everyday takeaway
Artificial intelligence is the broader field. Machine learning is one of the ways AI systems learn from data.
The next time you hear the terms AI and machine learning used together, remember that machine learning is not separate from AI. It is one of the technologies that helps make AI possible.

Thank you for reading. I hope you are subscribed. Before learning more about AI, did you think AI and machine learning were the same thing? Let me know in the comments 🤖

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