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Felipe Perez's Projects

18337 icon 18337

18.337 - Parallel Computing and Scientific Machine Learning

advanced-algorithms icon advanced-algorithms

Here I will upload some algorithms which are not typically seen in the basic Machine Learning courses.

felperez.github.io icon felperez.github.io

Github Pages template for academic personal websites, forked from mmistakes/minimal-mistakes

fractals icon fractals

Here I'll upload some scripts and jupyter notebooks in which I guide the process of constructing fractals in python

islr-python icon islr-python

An Introduction to Statistical Learning (James, Witten, Hastie, Tibshirani, 2013): Python code

machine-learning icon machine-learning

In this repository, I will upload some projects I have been working on. These include building algorithms from scratch, as well as some applications of these.

metal_archives icon metal_archives

What are the predominant genres and themes in metal music? (web scraping, sql database, normalize text data, geographic heatmap, word cloud)

ml-miscellanea icon ml-miscellanea

Here I will upload some notes I've written about theoretical, technical issues about ML, Prob and Stats

nyc-taxi-fare icon nyc-taxi-fare

In this repository, I will upload the kernel we used for the Kaggle competition 'NYC taxi fare prediction'

pandera icon pandera

A light-weight, flexible, and expressive statistical data testing library

rustlings-solutions icon rustlings-solutions

My solutions to the rustlings problems, mostly for bookkeeping purposes. If you think something can be done better, don't hesitate to let me know, it will help with my learning.

sentiment-analysis icon sentiment-analysis

In this project we use some deep learning tools to construct a sentiment analysis algorithm. We use a Tweeter dataset containing tweets about airline satisfaction.

tensorflow icon tensorflow

In this repository I will upload the tensorflow projects, starting from the simplest ones and increasing in complexity.

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