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FGA - Data Science Stream

This repository is used to showcase the assignments I have done for the Fresh Graduate Academy program I signed up for. You will see folders containing exercises I did during class, challenges I completed at the end of every chapter, and (hopefully) the final project I will be making.

Folders

Currently this repo has 2 folders in it.

Exercise week 1

In this exercise, we used Transjakarta Passengers in 2019 data provided by the Jakarta government to practice our SQL skill using BigQuery and visualization skill using Google Data Studio. I have included not only the SQL queries I wrote, but also the CSV files containing the answer to each question.

Challenge 1

In this folder, you can find the data we have to gather insight from and visualize later on, SQL queries I wrote to answer the questions from our instructor, and CSV files containing said queries' results. Here, most of the explanations are written in Indonesian, as it focuses on COVID-19 data in Indonesia.

We were also tasked to make an insightful dashboard using Google Data Studio which can be accessed here.

Challenge 2

This assignment challenged us to use our EDA, feature engineering, machine learning, and business knowledge to create a model which can automatically predict whether a customer is going to stop using an ISP's service by the end of the period or not. This challenge can be find in this repository, along with the train-test dataset and the final prediction for unseen data.