Machine Learning Course with Python

Python

• Installation & Setup
• Introduction python
• Variables
• String Formatting
• Control Flow
• Functions
• Input / output function
• Module
• . else if
• Break & cont..
• . loop
• While loop
• List in python
• Iterator
• Dictionaries

Machine Learning

• Introduction
• History
• Application
• LifeCycle
• Installation
• AI vs Machine Learning
• How to get Dataset
• Data Processing
• Supervised Machine Learning
• Unsupervised Machine Learning
• Supervised vs Unsupervised

Supervised Machine Learning

• Regression Analysis
• Linear Regression
• Simple Learning Regression
• Multiple Linear Regression
• Backward Elimination
• Polynomial Regression

Classification

• Classification Algorithm
• Logistic Regression
• K-NN Algorithm
• Support Vector Machine Algorithm
• Native Bayes Classifier

Jupitor Notebook / Google Colab

Libraries

• Numpy
• Matplotlib
• Pandas
• Scikitlearn