Deep Learning GuideMap

Deep Learning

Basic / Theories

---

---

• Deep Learning 101

• Loss Funcition

• Activation Funcition

• Gradient Descent

  • LRS (Learning Rate Scheduler)

  • Optima (Local minima problem)

• Weight Regularization (L1 / L2 Regulatization)

CNN

---

---

Related Paper

• End to End learning for self driving cars

• YOLO

• YOLOv10

• CNN

• ResNet

RNN

---

---

Related Paper

• RNN 101