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What is machine learning

Machine Learning is a way of taking data and turning it into insights

Python packages available for machine learning

pandas, numpy, matplotlib and scikit-learn.

Pandas is used for

reading data and data manipulation

numpy is used for

computations of numerical data.

matplotlib is used for

graphing data

scikit-learn is used for

machine learning models.

The basic of machine learning is

Statistics

The two types of machine learning

supervised and unsupervised learning.

Types of supervised learning

Classification


Regression

What is regression

Regression is predicting a numerical value

(for example, predicting what price a house will sell for)

Classification

classification is predicting what class something belongs to


(for example, predicting if a borrower will default on their loan).

Techniques include

Logistic Regression • Decision Trees • Random Forests • Neural Networks

Differential between mean and median

Data = 0,1,1,2,6.


Formular :


Mean = sum of data / number of data.


Median = the middle number of a given data, if two numbers are at the middle, add it up and divide by two.


Mean or average = 0+1+1+2+6/5 = 2


Median = 1