Sebastian Bugal

I recently graduated from my Bachelors of Data Science at Simon Fraser University. I love to solve complex problems, and my passions include playing chess, cooking and personal fitness.

Machine Learning from Scratch

I wrote a variety of machine learning algorithms from scratch without any packages. This repository is just a little playground for me to try and get a better grasp of whats going on under the hood of most machine learning models.

Implemented Algorithms: K-means, K Nearest Neighbor

Finding COVID-19 Resistant Stock Portfolios

In this project we used linear optimization and historical data from companies in the S&P 500 index to find a COVID-19 resistant stock portfolio.

Binary Classification of Pokemon Types

In this project I used a convolutional neural net to distingusih 2 different types of pokemon(Water, Fire)

Real Estate Price Investigation

An investigation into real estate prices in california. Using a dataset found on kaggle I analyze the major factors that contribute to real estate prices in california.

Skills

Devops

  • Databases (SQL)
  • Servers (Linux)
  • Version Control (Git)
  • Data Analytics

  • Statistical Methods
  • Data Visualization (Tableau, Matplotlib)
  • Wrangling and Preprocessing Data (Pandas, Numpy, scipy)
  • Proficient Coding Languages

  • Python
  • C, C++
  • Java, JavaScript, Nodejs
  • R
  • Machine Learning

  • Tensor Flow
  • Keras
  • Generative Adversarial Networks
  • Classification
  • Recurrent Neural Networks
  • Get in touch

    Below are my contact details and some relevant social media I am on. Feel free to reach out to me any time if you have any inquiries.