prathimacode-hub / ML-ProjectKart

πŸ™ŒKart of 232+ projects based on machine learning, deep learning, computer vision, natural language processing and all. Show your support by ✨ this repository.
https://prathimacode-hub.github.io/ML-ProjectKart/
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Walmart Sales Prediction #245

Closed prathimacode-hub closed 3 years ago

prathimacode-hub commented 3 years ago

Hey LGM-SoC participants, good to see you.

In this project, it would help us in predicting the walmart sales using dataset provided.

Dataset : https://www.kaggle.com/divyajeetthakur/walmart-sales-prediction

If you like to work on this issue, follow the given guidelines for code as well as for the README. You can try to compare it using different algorithms.

Enjoy your open source journey!😎

shivani6320 commented 3 years ago

Hey!! I would like to contribute to this issue.

prathimacode-hub commented 3 years ago

Can you let me know of ur approach, algos and task you would consider? @shivani6320

shivani6320 commented 3 years ago

I would create visualizations and perform Exploratory data analysis on sales data. I would use Linear models like Linear,Ridge,lasso regression as well as Non linear regressions like RandomForest Regressor,DecisionTree Regressor,XGB Regressor and compare these models and draw out best possible model suited for the data. Basically I would like to compare Linear & Non Linear models.

prathimacode-hub commented 3 years ago

That's great, Issue assigned. @shivani6320

shivani6320 commented 3 years ago

Hey @prathimacode-hub . After some work I thought about my approach which is very familiar and recurrent. Plus ,with other prediction projects, ensemble modeling & comparison of various models have already been done. So why not try something other than usual approach this time....So how about doing Time series forecasting for predicting sales with great visualizations and explanation? If you agree with me I can work towards it.

prathimacode-hub commented 3 years ago

Sure, you can proceed. @shivani6320