Flight Delay Prediction Based on Aviation Big Data and Machine Learning | Python IEEE Project

Flight Delay Prediction Based on Aviation Big Data and Machine Learning | Python Final Year IEEE Project.
?Buy Link: https://bit.ly/3R7QTho
(or)
To buy this project in ONLINE, Contact:
?Email: [email protected],
?Website: https://www.jpinfotech.org

?Project Title: Flight Delay Prediction Based on Aviation Big Data and Machine Learning.
?Implementation Code: Python.
?Algorithm / Model Used: Random Forest Classification.
?Web Framework: Flask.
?️Frontend: HTML, CSS, JavaScript.
?Cost (In Indian Rupees): Rs.3000/.

IEEE Base paper Abstract:
Accurate flight delay prediction is fundamental to establish the more efficient airline business. Recent studies have been focused on applying machine learning methods to predict the flight delay. Most of the previous prediction methods are conducted in a single route or airport. This paper explores a broader scope of factors which may potentially influence the flight delay, and compares several machine learning-based models in designed generalized flight delay prediction tasks. To build a dataset for the proposed scheme, automatic dependent surveillance broadcast (ADS-B) messages are received, pre-processed, and integrated with other information such as weather condition, flight schedule, and airport information. The designed prediction tasks contain different classification tasks and a regression task. Experimental results show that long short-term memory (LSTM) is capable of handling the obtained aviation sequence data, but overfitting problem occurs in our limited dataset. Compared with the previous schemes, the proposed random forest-based model can obtain higher prediction accuracy (90.2% for the binary classification) and can overcome the overfitting problem.

REFERENCE:
Guan Gui, Senior Member, Fan Liu, Student Member, Jinlong Sun, Jie Yang, Ziqi Zhou, and Dongxu Zhao, “Flight Delay Prediction Based on Aviation Big Data and Machine Learning”, IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 2020.

#python #pythonprojects #machinelearningproject #pythonprogramming #pythonprojectforbeginners #pythonprojectideas #pythonmachinelearning #machinelearning #machinelearningpython #finalyearproject #ieeeprojects #finalyearprojects #datascience #datascienceproject #artificialintelligenceproject #projects #deeplearning #deeplearningproject #computerscienceproject #deeplearningprojects #majorprojects #academicprojects #majorproject