YuankaiZhu / IDS721_Project3

IDS721 Project 3

Cloud-based Big Data Systems for Indian Flight Price Visualize & Prediction Model Fit

About

In this project, flight price in Indian market is visualized and the Prediction Model is fit in AWS Sagemaker Cloud-based Big Data Systems.

My AWS Sagemaker instance is showed as above:

It is a ml.t3.medium instance based on Amazon Linux 2, Jupyter Lab 3.

In this project, I did following:

1. Pre-process the dataset
2. Analyze and visualize dataset
3. Create, educate, and optimize some machine learning models.
4. Recognize partiality in machine learning models and grasp the predictions made by the model.
5. Compare the effective of different machine learning models.

The project endpoint report is deployed on EC2 Server.

How to use

Visit website IDS721-Project3 to access the endpoint report.

Files

• Python code for data analysis: IDS721-Project3.ipynb

• Data set: Clean_Dataset.csv