Deep Learning GuideMap

Deep Learning

Basic / Theories

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• Deep Learning 101

Loss Function

• Loss Funcition
• Classification Loss Funcition
• Regression Loss Funcition
• Sequence Loss Funcition
• Generative Loss Funcition
• Advanced Loss Funcition

Cost Function

• Cost Funcition

Activation Function

• Activation Funcition

Gradient Descent

• Gradient Descent

  • LRS (Learning Rate Scheduler)

  • Optima (Local minima problem)

• Weight Regularization (L1 / L2 Regulatization)

The Models of Deep Learning

CNN

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Related Paper

• End to End learning for self driving cars

• YOLO

• YOLOv10

• CNN

• ResNet

RNN

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Related Paper

• RNN 101