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:
- Pre-process the dataset
- Analyze and visualize dataset
- Create, educate, and optimize some machine learning models.
- Recognize partiality in machine learning models and grasp the predictions made by the model.
- Compare the effective of different machine learning models.
The project endpoint report is deployed on EC2 Server.
Visit website IDS721-Project3 to access the endpoint report.
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Python code for data analysis: IDS721-Project3.ipynb
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Data set: Clean_Dataset.csv