My notes

This repo contains some of my knowleadge in Deep Learning field.

All articles depend on my knowledge. Therefore, if there is no note in the beginning, please understand that I will assume that problem belongs to computer vision only, and the solution for the problem also only tries on image data.

Deep learning

• Batch Normalization
• Normalized Input
• Weights / parameters initilization
• Recurrent Neural Networks
• Accumulation gradient

Evaluation methods

• Object Detection

Object Detection

• DETR
• Faster RCNN
• YOLOv3
• Feature Pyramid Network
• Non-max suppression

Generative adversarial Network

• Summary and some note about GANs
• Progressive GANs

Deep Learning Framework

• GPU memory problem
• Memory Fragmentation
• Note

Mathematics

• Monty Hall problem
• Likelihood
• Maximum Likelihood Estimation
• Maximum A Posteriori