Deep Neural Network with MNIST Digit Recognition Example from Scratch
Multiclass classification using deep neural network in numpy only. Also MNIST handwritten digit classification in numpy.
neural-network
Deep L-layer Neural Network from Scratch in Python
Basics of feed-forward neural networks. Generic implementation for L layer deep neural network in NumPy.
Introduction to Natural Language Processing using Tensorflow
The most important part of natural language processing is embedding means How to represent sentences?
Tour to the Land of Activation Functions
Which properties of the activation function are necessary to become a good activation function ? and pros & cons of each activation function with a detailed description like mathematical formulae and their derivative.
Logistic Regression and Basics of Neural Network
Basics of feedforward neural networks with logistic regression. Learn forward pass, backward pass & activation function from scratch in python.