Deep Learning for Beginners

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This paper summarizes resources for deep learning for beginners.

Overview

First CNN Example

MNIST dataset is probably the most popular for create the first CNN example. It consists of 70,000 images of handwritten digits from 0-9.

Depending on your preference of the programming languages, there are Python and Matlab examples available.

Convolutional Neural Networks (CNN)

What is Convolutional Neural Networks (CNN)

CNN Examples

Common CNN Architecture

AlexNet

Few Shot Learning

Development Tool

Python

Anaconda Distribution is strongly recommended.

Keras

Matlab

Code Snippet

  • Check the installed packages
    conda list
    
  • Install a particular tensorflow version using conda
    conda install -c conda-forge tensorflow=1.13
    

Deep Learning Tutorials

Online Resources

Matlab Resources

Matlab has provided lots of useful resources.