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airbnb_classifier

In this challenge, you are given a list of users along with their demographics, web session records, and some summary statistics. You are asked to predict which country a new user's first booking destination will be. All the users in this dataset are from the USA.

This project was made by Samuel Oliveira Alves de Freitas.

1. Business Problem.

2. Business Assumptions.

3. Solution Strategy

My strategy to solve this challenge was:

Step 01. Data Description:

Step 02. Feature Engineering:

Step 03. Data Filtering:

Step 04. Exploratory Data Analysis:

Step 05. Data Preparation:

Step 06. Feature Selection:

Step 07. Machine Learning Modelling:

Step 08. Hyperparameter Fine Tunning:

Step 09. Convert Model Performance to Business Values:

Step 10. Deploy Modelo to Production:

4. Top 3 Data Insights

Hypothesis 01:

True/False.

Hypothesis 02:

True/False.

Hypothesis 03:

True/False.

5. Machine Learning Model Applied

6. Machine Learning Modelo Performance

7. Business Results

8. Conclusions

9. Lessons Learned

10. Next Steps to Improve

LICENSE

All Rights Reserved - Comunidade DS 2022

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