AI dictionary · Machine learning
What is Underfitting?Underfitting kya hai?
Underfitting: When a model is too simple to capture the real patterns, so it does badly even on training data.Jab model asli patterns pakadne ke liye bahut simple ho, aur training data pe bhi kharab kare.
🧸 Think of it likeAise samjho
Like a student who only read the chapter titles: they miss so much that even easy questions go wrong.Jaise student ne sirf chapter ke titles padhe: itna kuch chhoot gaya ki aasaan sawaal bhi galat.
📘 ExplainedVistaar se
Signs: low scores on both training and validation data, and errors that follow an obvious pattern the model ignores. It's the opposite of overfitting. Fixes: add better features, use a more flexible model (for example gradient boosting instead of a straight line), train longer, or reduce regularisation.Lakshan: training aur validation dono data pe kam score, aur aisi galtiyaan jinka saaf pattern model ignore karta hai. Yeh overfitting ka ulta hai. Upaay: behtar features jodo, zyaada flexible model lo (jaise seedhi line ke bajaye gradient boosting), zyaada der train karo, ya regularisation kam karo.
💡 Real exampleAsli example
Using a straight line to predict sales that clearly rise and fall with seasons.Mausam ke saath saaf upar neeche hone wali sales predict karne ke liye seedhi line use karna.
📖 Learn it step by stepStep by step seekho
🔗 Related termsJude hue shabd
Questions people ask
What is Underfitting?
When a model is too simple to capture the real patterns, so it does badly even on training data. Signs: low scores on both training and validation data, and errors that follow an obvious pattern the model ignores. It's the opposite of overfitting. Fixes: add better features, use a more flexible model (for example gradient boosting instead of a straight line), train longer, or reduce regularisation.
How can I understand Underfitting in simple words?
Like a student who only read the chapter titles: they miss so much that even easy questions go wrong.
What is an example of Underfitting?
Using a straight line to predict sales that clearly rise and fall with seasons.
Underfitting ka matlab kya hai?
Jab model asli patterns pakadne ke liye bahut simple ho, aur training data pe bhi kharab kare. Jaise student ne sirf chapter ke titles padhe: itna kuch chhoot gaya ki aasaan sawaal bhi galat.
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