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Intro-To-ML-GDSC-IITK

We will use this repository for accepting assignment submissions.

Week 1: Intro to Machine Learning and Pandas

Day 1 - 2

How Model works and basic EDA

Day 3

Model Validation, Underfitting and Overfitting

Day 4

Random Forest

Day 5 - 7

Pandas

Week 2: Intermediate Machine Learning

Day 1 - 2

Introduction, Missing Values and Categorical Variables

Day 3 - 4

Pipelines

Day 5

Cross Validation

Day 6

XGBoost

Day 7

Data leakage

Week 3: Feature engineering

Day 1

Introduction

Day 2

Mutual Information

Day 3

Creating Features

Day 4

K-means Clustering

Day 5

PDA

Day 6 - 7

Target Encoding

Week 4: Final Project

Bonus: Surprise Project (subject to time limits)