Jovian-o-to-GBM

Reference:

1. Jovian: 0 to GBM
2. Visual Intro to ML
3. Git LFS
   • Stackoverflow
   • git lfs cmd
4. Decision Trees
   • Decision Trees (sklearn)
5. XGBoost
   • Pyhton API (sklearn)
   • XGBoost Parameters
   • Gradient Boositng (StatsQuest)
   • L1, L2 Regularization in XGBoost Regression
   • Rossmann Sales (Best Solution)
6. Kaggle
   • Start Here: A Gentle Introduction
   • Introduction to Manual Feature Engineering
   • Intro to Model Tuning: Grid and Random Search
7. Explore Different Ways You Can Use Data Visualization to Help Your Nonprofit (HackerNoon)

Datasets used

3. Home Credit Default Risk

Folder 1: Predicting the price for Health Insurance Policy (Linear Regression)

Folder 2a: Rainfall prediction (Logistic Regression, Decision Trees)

Folder 3: Rossmann Sales Prediction (XGBoost)