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Built Random Forest and GBDT using XGBOOST model on Amazon fine food review dataset

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random-forest gbdt gradientboostinclassifier bagging bootstrap boosting boosting-algorithms boosting-tree boosting-algorithm xgboost

rf-and-gbdt-using-xgboost-on-amazon-food-dataset's Introduction

RF-and-GBDT-using-XGBOOST-on-amazon-food-dataset

Built Random Forest and GBDT using XGBOOST model on Amazon fine food review dataset

Data Source: https://www.kaggle.com/snap/amazon-fine-food-reviews

EDA: https://nycdatascience.com/blog/student-works/amazon-fine-foods-visualization/

The Amazon Fine Food Reviews dataset consists of reviews of fine foods from Amazon.

Number of reviews: 568,454 Number of users: 256,059 Number of products: 74,258 Timespan: Oct 1999 - Oct 2012 Number of Attributes/Columns in data: 10

Attribute Information:

Id ProductId - unique identifier for the product UserId - unqiue identifier for the user ProfileName HelpfulnessNumerator - number of users who found the review helpful HelpfulnessDenominator - number of users who indicated whether they found the review helpful or not Score - rating between 1 and 5 Time - timestamp for the review Summary - brief summary of the review Text - text of the review Objective: Given a review, determine whether the review is positive (rating of 4 or 5) or negative (rating of 1 or 2).

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