Overfitting vs Underfitting Explained (Part-22) | Bias vs Variance Tradeoff | ML Tutorial #ai

Overfitting vs Underfitting explained with Python code and graphs

This Tutorial Video developed by Mr. Arnab Kundu, Faculty (Computer Science & Information Technology) of Techno India Group, more than 17 years experience in the field of Information Technology and Latest Technology like AI( ML & DL).

Watch the full playlist of AI/ML Tutorials here:-
AI/ML Playlists:-
Part-01 Link-- https://youtu.be/gXJv8qAcwGE?si=UlqBMyfC2iEzEQxx
Part-02 Link-- https://youtu.be/6nK0LCUA8no?si=vLYc4zJMs_FnyNOu
Part-03 Link-- https://youtu.be/-cVQ-2_g5uM?si=UUGZ9J1adBVyWV_4
Part-04 Link-- https://youtu.be/dlRFTjysfp4?si=4SDZEzm2JpFS9OF8
Part-05 Link-- https://youtu.be/frw1LzGENE8
Part-06 Link-- https://youtu.be/ctmobOACqi8
Part-07 Link-- https://youtu.be/XNxeuY-NrbM
Part-08 Link-- https://youtu.be/HiKJ0pOYHWk
Part-09 Link-- https://youtu.be/86xBx295d88
Part-10 Link-- https://youtu.be/9ZnZehrgmUU
Part-11 Link-- https://youtu.be/IRLWs1Jm3ho
Part-12 Link-- https://youtu.be/jhwTny3rraA
Part 13 Link-- https://youtu.be/9-tGNGmNcNY
Part 14 Link-- https://youtu.be/_fX6ALsWL84
Part 15 Link-- https://youtu.be/olB-zZF2MFo
Part 16 Link-- https://youtu.be/IirlEaIearA
Part 17 Link-- https://youtu.be/GTKPJE0CpPs
Part 18 Link-- https://youtu.be/din3nEZr5AY
Part-19 Link-- https://youtu.be/NYi_AF4gpLc
Part-20 Link-- https://youtu.be/JAQ5q6WCMPg
Part-21 Link-- https://youtu.be/jj9U0EsD3ME

In this video, we clearly explain Overfitting vs. Underfitting in Machine Learning with simple examples, graphs & Python implementation.

You will learn how models fail, why high accuracy is not always good
& how the Bias–Variance Tradeoff helps in building better models.

We also demonstrate:-

Underfitting vs. Overfitting using graphs
Optimal Fit (Bias–Variance Tradeoff)
Train vs. Test Error comparison
Real-world analogies for easy understanding

This video is perfect for:-

Beginners in Machine Learning
Students preparing for exams
Interview preparation (very important topic)

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Also you can contact me :- arnab.kundu009@gmail.com

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