Tensorflow

Installation & Development Environment

''' cd ~ git clone https://github.com/rkuo2000/tf cd tf '''

IDE (Integrated Development Environment)

1. jupyter notebook
2. Colab
3. Kaggle

---

Tensorflow Sample Code

Basic Machine Learning

• one neuron network : python easy_net.py
• ten neurons network: python hidden_net.py

MNIST : Handwritten Number Recognition

• plot data : python mnist_plotdata.py
• DNN : python mnist.py
• CNN : python mnist_cnn.py
• load model to predict :
  python mnist_cnn_test.py (test data)
  python mnist_cnn_image.py (image file)
  python mnist_cnn_webcam.py (camera)
  

Fashion-MNIST : Fashion Wearing Recongition

• CNN : python fashionmnist_cnn.py

Emotion Classification = Facial Expression Recognition (FER)

• FER-2013 dataset (Download & Unzip)
• fer2013-cnn.ipynb
• ferplus-cnn.ipynb

Pneumonia Detection :

• Train: python pneumonia_cnn.py
• Test : python pneumonia_test.py

Jetson Nano

Jetson Nano 2GB