Perceptrons
  • What is a Perceptron?
  • Hands-on Perceptron
  • Testing regular perceptron for XOR Gate
Introduction
  • Installing Tensorflow and Prerequisites on Windows
  • Jupyter notebook
  • Hello, TensorFlow! Building Deep Neural Networks Classifier Model
  • Building Deep Neural Networks Classifier for both AND and OR gates
Reusability in TensorFlow
  • Restoring and Working on Already Trained Deep Neural Networks In TensorFlow
  • Importing Saved TensorFlow DNN Classifier Model in Java
Monitoring and Evaluating
  • Monitoring Model Evaluation Metrics in TensorFlow and TensorBoard
Building regression and time series models
  • Building a DNN Regressor for Non-Linear Time Series in TensorFlow
  • Visualizing ML Results with matplotlib and Embedding in TensorBoard
  • Importing Saved DNNRegressor Model in Java
Building Unsupervised Learning Models
  • Unsupervised learning and k-means clustering with TensorFlow
  • Applying k-means clustering to n-dimensional datasets in TensorFlow
Tuning Deep Neural Network Models
  • Optimization Algorithms in TensorFlow
  • Activation Functions in TensorFlow
  • Applying different optimization algorithms while running regressor for sine wave
  • Applying different activation functions for sine wave example
Consuming TensorFlow via Keras
  • Installing Keras
  • Building DNN Classifier with Keras
  • Storing and restoring a trained neural networks model with Keras
Advanced applications
  • Handwritten Digit Recognition Using Neural Networks
  • Handwritten Digit Recognition Using Convolutional Neural Networks with Keras
  • Transfer Learning: Consuming InceptionV3 to Classify Cat and Dog Images in Keras
  • Tips and Tricks for Transfer Learning
  • Autoencoders
  • Face Recognition