yacinemahdid/ml-xp

Machine learning experiments I conduct when I have 'free time'

ml-xp

Machine learning experiments I conduct when I have 'free time'

ml-xp's Issues

Neural Network in C++ video

Last video I did on ffnn in Java could be improved. I think the first step would be to do it i C++ since its more relevant performance-wise.

TODO:

• Create a representation of a Neuron
• Create a representation of a Layer
• Create a representation of a FF Neural Network
• Implement backpropagation in the FF Neural Network

That would be the minimum for the video.

EXTRA

• Implement a training class to load data into it
• Train the Neural Network on MNIST dataset to recognize digits

Introduction to Data Science Projects Video

Idea would be to show how to get started doing data science with a simple kaggle project.
Titanic would be a good idea to start.

TODO

• Frame the problem.
• Look at what data we have to solve the problem.
• Transform whatever we need to transform.
• Explore the transformed data to look for correlation.
• Shortlist a bunch of classifier that could work for the problem.
• Transform the data to fit the classifiers.
• Train the classifier and optimize.