Bias vs. Variance Explained: Which Model Is Best for Small Datasets? π€
Phoebe's small dataset raises the question: should she choose a low-variance or high-variance model? Learn the key differences and find the best approach for her machine learning project!

Underfitted
20.0K views β’ Nov 11, 2022

About this video
Phoebe sent me a letter. She wants to build a Machine Learning model using a small dataset. Should she try a model with low or high variance?
This video explains the Bias and Variance Trade-off in simple terms.
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π My 3 favorite Machine Learning books:
β’ Deep Learning With Python, Second Edition β https://amzn.to/3xA3bVI
β’ Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlow β https://amzn.to/3BOX3LP
β’ Machine Learning with PyTorch and Scikit-Learn β https://amzn.to/3f7dAC8
Twitter: https://twitter.com/svpino
Disclaimer: Some of the links included in this description are affiliate links where I'll earn a small commission if you purchase something. There's no cost to you.
This video explains the Bias and Variance Trade-off in simple terms.
π Subscribe for more stories: https://www.youtube.com/@underfitted?sub_confirmation=1
π My 3 favorite Machine Learning books:
β’ Deep Learning With Python, Second Edition β https://amzn.to/3xA3bVI
β’ Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlow β https://amzn.to/3BOX3LP
β’ Machine Learning with PyTorch and Scikit-Learn β https://amzn.to/3f7dAC8
Twitter: https://twitter.com/svpino
Disclaimer: Some of the links included in this description are affiliate links where I'll earn a small commission if you purchase something. There's no cost to you.
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Video Information
Views
20.0K
Likes
932
Duration
4:57
Published
Nov 11, 2022
User Reviews
4.6
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