Para Jumble practice question for SSC. Review the correct answer and explanation, then continue with related practice below.
Arrange the following sentences in the correct order. A. Consequently, a model can fit historical data extremely well and still perform poorly on new cases. B. Increasing model complexity generally allows closer fitting of observed data. C. Beyond a point, however, the model may begin capturing random noise rather than stable relationships. D. Model evaluation should therefore emphasise performance on unseen data, not merely fit to past observations.
Correct Answerसही उत्तर
A. BCAD
Explanationव्याख्या
(English): B introduces improved fit with complexity.
C explains overfitting.
A states the consequence for future prediction.
D gives the evaluation principle.
Overall Meaning: Excellent performance on past data does not guarantee good prediction on new data.
व्याख्या (Hindi): B बताता है कि complex model historical data को अधिक closely fit कर सकता है।
C overfitting और random noise पकड़ने की समस्या बताता है।
A future performance की कमजोरी बताता है और D unseen data पर testing का निष्कर्ष देता है।
समग्र अर्थ: Historical data पर बहुत अच्छा fit होने वाला model नए data पर भी अच्छा काम करे, यह जरूरी नहीं है।
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