Courses CV Builder Our Community AI Chat

Catalog

Courses

Free, openly readable courses. Filter by tag and level — nothing is gated.

Python and machine learning courses, a student community, and an AI assistant.

Learn

Courses
My Learnings

Community

Our Community
Telegram

Tools

CV Builder
AI Chat

© 2026 Pytopia. All rights reserved.

Data Irregularities (Outliers) | Data Processing (Numpy / Pandas) | Pytopia

Courses
/
Data Processing (Numpy / Pandas)
/
Data Irregularities (Outliers)

Data Irregularities (Outliers)

Exploratory Data AnalysisLecture 34 of 391hVideoUpdated July 2025

Watch the videoyoutube.comOpen on youtube.com (opens in a new tab)

Course content

5 sections · 39 lectures · 28h 13m

1Video: Introduction to Exploratory Data Analysis48 min
2Video: Examining Data Types and Structure59 min
3Video: Handling Missing Data1h 7m
4Video: Normalization and Standardization46 min
5Video: Data Irregularities (Outliers)1h
6Video: Encoding Categorical Variables53 min
7Video: Handling Duplicate Data1h 3m
8Video: Feature Engineering - Creation and Transformation58 min
9Video: Feature Engineering - Extraction1h 3m
10Video: Feature Engineering - Selection1h 7m