Top 5 things that machine learning begineers generally get wrong.
Time for a thread ๐งต๐
Time for a thread ๐งต๐
1. Not fully understanding the concept of bias and variance.
Learn about it here ๐ medium.com
Learn about it here ๐ medium.com
2. Not using cross-validation to properly assess model performance.
Learn about it here ๐
neptune.ai
Learn about it here ๐
neptune.ai
3. Not understanding how to properly tune hyperparameters.
Learn about it here ๐
towardsdatascience.com
Learn about it here ๐
towardsdatascience.com
4. Not using feature selection techniques to improve model performance.
Learn about it here ๐
machinelearningmastery.com
Learn about it here ๐
machinelearningmastery.com
5. Not understanding how to properly assess model performance using metrics other than accuracy.
Learn about it here ๐
neptune.ai
Learn about it here ๐
neptune.ai
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