Topics

Duration

32 Weeks

Progress

0/20

Learning Progress0%

AI Roadmap

Pandas

Learning Path

Follow these concepts in order to master this topic.

Introduction to Pandas

Installing Pandas

Series

DataFrames

Reading CSV Files

Reading Excel Files

Writing Data

Selecting Rows & Columns

Filtering Data

Sorting Values

Handling Missing Values

Removing Duplicates

Grouping Data

Aggregations

Merging DataFrames

Joining DataFrames

Concatenation

Data & Time Operations

Feature Engineering Basics

Best Practices

Documentation

Official documentation and references.

Pandas Documentation

Recommended

Pandas User Guide

10 Minutes to Pandas

Video Courses

Pandas Tutorial for Beginners

30m

Pandas Full Course

Practice Websites

Practice what you've learned.

Kaggle Learn - Pandas

Dataquest

UCI Machine Learning Repository

Projects

Apply what you've learned by building real projects.

Analyze a COVID-19 Dataset

Beginner

Sales Data Dashboard Preparation

Intermediate

Build a Complete Data Cleaning Pipeline

Advanced