Deep learning training materials

Neural Networks

• Logistic Regression
• Extending Logistic Regression to build a single layer Neural Network
• Activation functions
• Building Deep Neural Networks

Convolutional Neural Networks

• Basics

Recurrent Neural Networks

• Basics
• LSTM
• Word2Vec
• Seq2Seq and attention mechanism

Machine Learning

• Linear Regression
  • Linear regression from scratch
• SVM Classifier
  • Credit Card Fraud Detection
• Decision Trees
  • Titanic survivor project
• Performance metrics

Tensorflow

• Basics
• Deep Neural Networks with Dropout and RELU
• Three layer Neural Network for MNSIT Classification

Keras

• Neural Network
  • Bank Customer Churning
• Convolutional Neural Networks
  • CIFAR - 10 Image recognization
• Recurrent Neural Networks
  • Sentiment Analysis - 1