๐ Machine Learning Basics: Classification
Hello everyone ๐
Today I want to share one of the core concepts of Machine Learning โ Classification.
๐น What is Classification?
Classification is a type of supervised learning where the goal is to predict a category (label) instead of a number.
The model learns from labeled data and uses that knowledge to classify new, unseen data.
๐น Common Examples
๐น Binary Classification
Most beginner problems are binary classification, meaning there are only two possible outcomes:
In ML:
Example:
Malignant โ 1
Benign โ 0
๐น Why Classification Matters
Classification is widely used in:
Hello everyone ๐
Today I want to share one of the core concepts of Machine Learning โ Classification.
๐น What is Classification?
Classification is a type of supervised learning where the goal is to predict a category (label) instead of a number.
The model learns from labeled data and uses that knowledge to classify new, unseen data.
๐น Common Examples
* Email โ Spam or Not Spam
* Tumor โ Malignant or Benign
* Transaction โ Fraud or Normal
* Student result โ Pass or Fail
๐น Binary Classification
Most beginner problems are binary classification, meaning there are only two possible outcomes:
* Yes / No
* True / False
* Positive / Negative
* 1 / 0
In ML:
* 1 usually represents the positive class
* 0 represents the negative class
Example:
Malignant โ 1
Benign โ 0
๐น Why Classification Matters
Classification is widely used in:
* Healthcare ๐ฅ
* Cybersecurity ๐
* Finance ๐ณ
* Email filtering ๐ง
* Image & text recognition ๐ค
๐2
Forwarded from Merryโs Thought
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