The Homestretch: SCA Mentorship ML Project

E-Commerce Analytics ML Hackathon

Final Project

Author: Yo!Kart Chef

Introduction

Ecommerce, refers to the buying and selling of goods or services using the internet, and the transfer of money and data to execute these transactions. ~ Shopify

Machine learning helps redefine the future of the e-commerce sector.
Machine learning helps redefine the future of the e-commerce sector.

Problem Statement

Evaluation Metric

Machine Learning with Python

Author: Accenture

Step 1: Data Gathering

Author: Analytics Vidhya
Author: Self
No missing values and duplicates in datasets
Author: Self
More females use e-commerce sites than males
Author
Before DateTime
After feature engineering- Datetime
Different model predictions accuracy
Submission File Format

Selection of best model

3-fold cross validation:

Accuracy: 0.78 (+/- 0.00) [KNN]
Accuracy: 0.86 (+/- 0.01) [Random Forest]
Accuracy: 0.77 (+/- 0.00) [Naive Bayes]
Accuracy: 0.85 (+/- 0.00) [StackingClassifier]
Baseliner Models
Model Name | CV
XGBClassifie | 0.8799
GradientBoos | 0.8846
LogisticRegr | 0.8322
RandomForest | 0.8600
DecisionTree | 0.8185
AdaBoostClas | 0.8803
ExtraTreeCla | 0.8230
ExtraTreesCl | 0.8533
KNeighborsCl | 0.7860
BaggingClass | 0.8619

Data Analyst | Aspiring Data Scientist | Business Development Specialist