Introduction to Machine Learning
- Introduction to Machine Learning
- Machine Learning Overview
- Machine Learning Approaches
- Machine Learning Implementation & Fundamental Theories
- Languages to Implement Machine Learning
- Python for Machine Learning
- Python Installation
- Introduction to ML- Quiz
Operators
- Understanding Operators
- Bitwise and Membership Operators
- Operators in Python
- Operators- Quiz
- Python Notebooks for Operators
Variables & Data types
- Understanding Data types and Variables
- Data types and Variables in Python
- Variables and Data types- Quiz
- Python Notebooks for Variables and Data types
Data structures
- Understanding Data Structures
- Lists in Python
- Dictionary, Tuples and Sets in Python
- Python Notebooks for Data Structures
- Data Structures- Quiz
Conditional Statements & Loops
- Understanding Conditional Statements and Loops
- Python Loops
- Conditional Statements in Python
- For Loops in Python
- While Loops in Python
- Conditional Statements and Loops- Quiz
- Python Notebooks for Conditional Statements and Loops
Functions
- Understanding Functions
- Built-in Functions in Python
- User defined Functions in Python
- Lambda Functions in Python
- Python Notebooks for Functions
- Functions- Quiz
- Assignment 1:Functions
- Solution to Assignment 1
Numpy Library
- Understanding Standard Library, Modules and Packages
- Numpy Library
- Numpy in Python
- Python Notebooks for Numpy
- Numpy- Quiz
Data Visualization using Matplotlib
- Understanding Matplotlib Library
- Charts using Matplotlib Library
- Histogram and Scatter plot in Python
- Box plot, Pie chart and Bar chart in Python
- Python Notebooks for Matplotlib
- Matplotlib- Quiz
Pandas Library
- Understanding Pandas Library
- Pandas Dataframes
- Python Notebooks for Pandas
- Pandas- Quiz
- Assignment 2; Pandas
- Solution to Assignment 2
Build your first ML model
- Titanic: Problem Description
- Approach to Solution: Logistic Regression
- Build your first ML model: EDA
- Build your first ML model: Preparing Data
- Build your first ML model: Logistic Regression
- Build your first ML model- Quiz
- Python Notebooks