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econometrics-and-machine-le…/Machine Learning for Economics and Finance/README.md

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Introduction

This project contains "Machine Learning for Economics and Finance" related material.

Git clone:
git clone https://gitea.weseng.de/mwio/econometrics-and-machine-learning.git

Section outline

  • Supervised Learning: Regressions
    • Linear Regression
    • Multilinear Regression
  • Supervised Learning: Classification
    • Logistic Regression
  • Cross Validation
    • K-fold Cross-validation
  • Subset Selection & Shrinkage
    • Lasso Regression, Ridge Regression
  • Tree-Based Methods
    • Classification Trees
    • Bagging, Boosting
    • Random Forest
  • Deep Learnin
    • Neural Networks