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M Balaji's Projects

churn-prediction-using-pca-datascience-project icon churn-prediction-using-pca-datascience-project

This project predicts customer churn in a bank using Principal Component Analysis (PCA). This can be helpful for churn prediction, as it can help to identify the most important features that contribute to customer churn.

flight-price-prediction-datascience-project icon flight-price-prediction-datascience-project

Flight Price Prediction is a machine learning-based project that predicts the cost of a flight based on the user's desired travel details. The project uses a variety of features, such as the departure airport, destination airport, date of travel, and number of stops, to train a model that can predict the future price of a flight.

foreign-exchange-rate-time-series-datascience-project icon foreign-exchange-rate-time-series-datascience-project

This project will use time series analysis to forecast the exchange rate between the euro and the US dollar. The project will use a variety of statistical techniques, such as ARIMA to model the data and forecast the exchange rate.

loan-classification-datascience-project icon loan-classification-datascience-project

This project uses machine learning algorithms to predict the classification of loan status. The dataset is loaded and some transformation is done using SQL for getting a proper dataset with some valid informations.

loan-clustering-datascience-project icon loan-clustering-datascience-project

This project uses Machine Learning to Cluster loan together based on their similarities. The project uses a dataeset of loan application which includes information about the Loan amount and Balance. The project then use the clustering algorithm to group the loan together based on the similarities.

mall-customers-clustering- icon mall-customers-clustering-

In this project, we analyze a dataset of mall customers to understand their characteristics, preferences, and behaviors. By applying data analysis techniques and clustering algorithms, we aim to identify customer segments based on their shopping patterns and Annual Income.

milk-production-time-series-forecasting-datascience-project icon milk-production-time-series-forecasting-datascience-project

This project uses time series forecasting to predict future milk production. The data used in this project is monthly milk production data from January 1962 to December 1975. The ARIMA (autoregressive integrated moving average) model is used to forecast the milk production. The model is evaluated using various metric.

power-bi-visualization-project icon power-bi-visualization-project

This repository contains Visualization Projects which is visualized through Power BI Software, by using the visualization we can gain multiple insights and strategies which helps to develop the business for gaining high profit margins and by the insights we can reduce damages by accidents & calamities.

price-prediction-for-used-cars-datascience-project icon price-prediction-for-used-cars-datascience-project

This project uses machine learning to predict the price of a used car. The model is trained on a dataset of historical car sales data, and it can then be used to predict the price of a car based on its features.

rafik-s-kitchen-data-analysis icon rafik-s-kitchen-data-analysis

The Project is about the Analysis of the Sales and Expenses Data of a Famous Fast-food Restaurant. This mainly focuses on gaining Insights that will boost the Future Sales and also Business Strategies it Improve the Profit Margins. Handled Tools are SQL, Python, Power BI, MS Office Tools.

sales-forecasting-datascience-project icon sales-forecasting-datascience-project

Develop a data science project using historical sales data to build a regression model that accurately predicts future sales. Preprocess the dataset, conduct exploratory analysis, select relevant features, and employ regression algorithms for model development. Evaluate model performance, optimize hyperparameters, and provide actionable insights.

sql-projects icon sql-projects

The repository contains Structured Query Language (SQL) Scripts. The Multiple SQL scripts for various projects which includes data cleaning, data pre-processing, data processing, data transformation and insights gaining through Query Language

tableau-visualization-project icon tableau-visualization-project

This repository contains Visualization Projects which is visualized through Tableau Software, by using the visualization we can gain multiple insights and strategies which helps to develop the business for gaining high profit margins and also it provides social values in some cases to reduce damages by calamities.

zomato-rating--prediction. icon zomato-rating--prediction.

The Zomato Rating Prediction project aims to develop a Machine Learning based system for the prediction of rating for the Reastaurants.

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