Practical-advices-for-using-ConvNets.md

Practical advices for using ConvNets

Table of Contents

• Case Studies
  • Why look at case studies?
  • Classic Networks
  • ResNets
  • Why ResNets Work
  • Networks in Networks and 1x1 Convolutions
  • Inception Network Motivation
  • Inception Network
• Practical advices for using ConvNets
  • Using Open-Source Implementation
  • Transfer Learning
  • Data Augmentation
  • State of Computer Vision

Case Studies

Why look at case studies?

Classic Networks

ResNets

Why ResNets Work

Networks in Networks and 1x1 Convolutions

Inception Network Motivation

Inception Network

Practical advices for using ConvNets

Using Open-Source Implementation

Just a tutorial of how to clone an open-source code from Github, also he mentioned it is better to start with some open-source codes instead of building the network from scratch.

Transfer Learning

Data Augmentation

State of Computer Vision