ml4a is a collection of tools and educational resources which apply techniques from machine learning to arts and creativity.
Mathematical essentials for machine learning.
A basic overview of programming with Python.
A review of relevant concepts from linear algebra and calculus, and intro to Numpy.
Introduction to classification using k-nearest neighbors algorithm
Modeling data with line of best fit, basic gradient descent
A numpy implementation of a neural network from scratch
How to train a simple feedforward neural network
How to apply neural networks for classification
How to train a convolutional neural network
Training accurate image classifiers on small datasets