I've just created this repository and I'm learning how to properly use GitHub, watching the video https://www.youtube.com/watch?v=Loav1kbA640 . I've also studied the math about linear regression.

I've created a python linear regressor with just Numpy and plot the greph with the training slope and interceppt.

Svm classifier and kernel trick. Code needs to be improved.

Improvements on svm model.

I developed a K-Means classifier and posted it on GitHub.

Some code cleaning on K-Means. I started studying Decision Trees and Random Forest.

Today I've watched the video 'Probability Theory - The Math of Intelligence #6' by Siraj Raval and with some other website I've built a simple Naive Bayes classifier.

I have to apply it to real world data.

https://www.youtube.com/watch?v=PrkiRVcrxOs https://www.analyticsvidhya.com/blog/2017/09/naive-bayes-explained/ https://en.wikipedia.org/wiki/Naive_Bayes_classifier

Performing Sentiment Analysis with a Naive Bayes model on review on books from the Amazon's platform.

http://jmcauley.ucsd.edu/data/amazon/

Starting read the book "Deep Learning" by Ian Goodfellow et al.

I have to understand deeply the math behind the model that I apply.

https://www.deeplearningbook.org/

Studying some more Math on 'Deep Learning'.

Same of yesterday.

Still studying math from 'Deep Learning'. Developing a spamm filter based on Naive Bayes classifier.

I need more data preprocessing skills.

https://www.deeplearningbook.org/ https://www.kaggle.com/uciml/sms-spam-collection-dataset

Watched some videos about Neural Network and backpropagation and starting developing a neural network with just NNumpy.

Understaing ML concepts but still struggling with Python, I have to improve on this.

https://www.youtube.com/watch?v=h3l4qz76JhQ https://www.youtube.com/watch?v=q555kfIFUCM https://iamtrask.github.io/2015/07/12/basic-python-network/

After some problems, I finally managed to realize a NN with just Numpy, thanks to a post on TowardsDataScience. It's been difficult but very useful, now I want to try developing some other ML algorithm with classes in Python.

while (code doesn't work): fix it

https://towardsdatascience.com/how-to-build-your-own-neural-network-from-scratch-in-python-68998a08e4f6