rTiagoS/ds-app-and-aws-deploy

Data Science Applications. The purpose here is to share knowledge about applications in Data Science.

Deploying a Data Science application with Github Actions + AWS ECS.

This project has been developed aiming to illustrate an awesome data science application. It will be presented some essentials data science tools and skills required in a data science real scenario. I hope you enjoy it ;)

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🤔 What can you expect ?

1. Brief introduction about Credit Score Risk Analysis and Modeling;
2. An awesome credit score dashboard by using the well-known LendingClub dataset;
3. Understading how a credit score can be generated by using interesting data science techniques (statistical analysis + machine learning algorithms);

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🥅 Accomplishments and Goals

The project is still in development. Below is presented the roadmap and accomplishments:

• 📝 About the Project section
• 💡 Intro section
• 📊 Dashboard section
• 💰🤖 My Credit Score section
• 💻📦 Pipeline section
• 👨 About me section

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🚀 Skills and Tools 🔧

In order to implement this project, the following technologies were used:

--> SQL queries to generate meaningful charts in dashboards.

--> Some data preprocessing techniques with BigQuery database.

--> Object-oriented and procedural programming paradigms.

--> Services such as ECR, ECS, EC2 and others.

--> Used to implement CI/CD routines

--> Framework used to generate this website.

--> Used for for tracking changes.

--> Dataframes, etc.

--> Awesome plots and dashboards.

--> Used to implement machine learning models, tests, etc.

--> Used as a tool for portability, performance, agility, isolation, scalability, etc.

--> IDE used for coding.

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Project Follow-up:

To see more details about the project:

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🤝 Contributions

Tips and suggestions are welcome!

Follow me on Linkedin

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- - - - - - - - - - - - Implemented by Tiago Sá - - - - - - - - - - -