Bias vs. Variance Explained: Which Model Is Best for Small Datasets? πŸ€”

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!

Bias vs. Variance Explained: Which Model Is Best for Small Datasets? πŸ€”
Underfitted
20.0K views β€’ Nov 11, 2022
Bias vs. Variance Explained: Which Model Is Best for Small Datasets? πŸ€”

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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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

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Video Information

Views

20.0K

Likes

932

Duration

4:57

Published

Nov 11, 2022

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