Peter's Promotion: New Project

Peter gets a promotion and a new exciting ML project to work on!

Contents

1. Introduction

Importance of Machine Learning in Your Career

AI Family Tree

System Requirements

Pre-requisites

Course Overview

2. Enhance your Learning Experience

Join Discord for doubt clearing support & networking

Setting Video Resolution Globally

3. Machine Learning Basics

Who is Peter Pandey?

Peter Pandey’s journey to learn Machine Learning

What is Machine Learning?

Classification vs Regression

Supervised vs Unsupervised Learning

Preparing for Your ML Journey

4. Python Basics Bonus

MUST WATCH: Go through this chapter ONLY IF

Skip This Chapter - Quiz

Setup Environment (Local Python and Google Colab)

Variables

Variables - Quiz

Variables - Exercise

Numbers

Numbers - Quiz

Numbers- Exercise

Strings

Strings - Quiz

Strings - Exercise

Lists

Lists - Quiz

Lists - Exercise

Install Pycharm

If Condition

If Condition - Quiz

If Condition - Exercise

For Loop

For loop - Quiz

For loop - Exercise

Functions

Functions -Quiz

Functions - Exercise

Dictionary and Tuples

Dictionary and Tuples - Quiz

Dictionary and Tuples - Exercise

Modules and Pip

Modules and Pip - Quiz

Modules and Pip - Exercise

File Handling

File Handling - Quiz

File handling - Exercise

Classes and Objects

Classes and Objects - Quiz

Classes and Objects - Exercise

Inheritance

Inheritance - Quiz

Inheritance - Exercise

Exception Handling

Exception Handling - Quiz

Exception Handling - Exercise

5. NumPy NEW

Introduction and Benefits

Basic Operations

Matrix Operations

Slicing, Stacking

Quiz

Exercise

6. Data preprocessing and Visualization

MUST WATCH: Go through this chapter ONLY IF

Skip This Chapter - Quiz

Pandas Introduction and Installation

Dataframe Basics

Read, Write Excel and CSV Files

Handle Missing Data - Part 1

Handle Missing Data - Part 2

Grouping Data

Data Concatenation and Merging

Data Visualization Using Matplotlib and Seaborn

Data God Showing the way