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Skill Topic ยท Cinematic
๐ Loss Functions โ Model Ki Galti Naapna
Deep Learning Series #06 โ MSE, Cross-Entropy, Huber, Custom Losses! Loss = feedback signal โ iskeโฆ
Overview
๐ Loss Functions โ Model Ki Galti Naapna โ Quick Facts
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Loss: Formula
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MSE: (1/n)ฮฃ(y-ลท)ยฒ
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MAE: (1/n)ฮฃ\
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Huber: MSE if \
Topic 1
๐ก Loss Function Kya Hai?
๐` Model ka kaam: Input X โโโ [Neural Network] โโโ ลท (prediction) Loss function ka kaam: ลทโฆ
Topic 2
๐ Loss Functions โ Complete Table
๐ก| Loss | Formula | Task | Range | |------|---------|------|-------| | MSE | (1/n)ฮฃ(y-ลท)ยฒโฆ
Topic 3
๐ Each Loss Explained
๐ฏ1. MSE (Mean Squared Error) โ Regression ` L = (1/n) ร ฮฃ(y - ลท)ยฒ Example: y = [3.0, 5.0,โฆ
Topic 4
๐ Loss Selection Guide
โญ` โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ โ WHICH LOSS TO USE? โ โ โ โ Regression? โ โ โโโฆ
Topic 5
๐ป Complete Code
๐`python ============================================= Loss Functions โ Completeโฆ
Topic 6
โ Quiz
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a) Classification me
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b) Regression problems me (houseโฆ
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c) Image generation me
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a) Faster hai
Quick Quiz
Quiz โ Question 1
๐ Loss Functions โ Model Ki Galti Naapna ka sabse sahi definition kya hai?
Quick Quiz
Quiz โ Question 2
๐ Loss Functions โ Model Ki Galti Naapna ka 'MSE' kya hai?
Complete! ๐
๐ Loss Functions โ Model Ki Galti Naapna Complete!
Aliens School ยท HIEN ยท Cinematic Knowledge
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๐ Loss Functions โ Model Ki Galti Naapna Complete