/data-analysis-fis01082

Projects made for Data Analysis for Physicists course (FIS01082) - UFRGS

Primary LanguageJupyter Notebook

Data Analysis

Projects made for Data Analysis for Physicists course (FIS01082) - UFRGS

Content

  • Project 1 - Autorregressive Model

    AR model applied to S&P 500 Financial Returns

  • Project 2 - Kernel Density Estimation

    S&P 500 Close Prices KDE using Kernel Functions: Uniform, Gaussian and Epanechnikov

  • Project 3 - Markov Chains

    Hourly New York Weather Prediction

  • Project 4 - Ornstein Uhlenbek / Euler - Maruyama

    RC Circuit Simulation

  • Project 5 - Principal Component Analysis (PCA)

    Image Compression using different images and number of components

  • Project 6 - Support Vector Machine

    Linear SVM from Scratch