Ecosyste.ms: Awesome

https://github.com/kanika300393/loan_prediction

This project implements a Loan Prediction system using Support Vector Machine (SVM). It includes data preprocessing, visualization of features like income and education, and model evaluation. The goal is to predict loan approval based on the dataset. Clone the repo to explore the code and improve the model.

data-science machine-learning numpy pandas python scikit-learn svm-classifier

Last synced: 26 Dec 2024

https://github.com/kanika300393/diabetes-prediction---api-deployment

Last synced: 06 Jan 2025

https://github.com/kanika300393/gold_price_prediction

This project predicts gold prices using a Random Forest Regressor model based on historical data. It includes data preprocessing, feature selection, correlation analysis, and model evaluation. The goal is to accurately forecast gold prices using economic indicators, with visualizations like a heatmap, distribution plot, actual vs predicted values.

Last synced: 06 Jan 2025

https://github.com/kanika300393/big_mart_sales

This project leverages machine learning to predict sales at Big Mart stores using XGBoost Regressor. The model is trained on a dataset containing various product and store attributes, demonstrating data preprocessing, feature engineering, and model evaluation. It aims to provide insights into sales prediction and improve business forecasting.

Last synced: 06 Jan 2025

https://github.com/kanika300393/customer_segmentation

This project performs customer segmentation on a retail dataset using K-Means clustering. The dataset includes features like annual income and spending score, which are used to group customers into 5 distinct segments. The Elbow method is applied to determine the optimal number of clusters, and visualizations are generated to represent the groups.

Last synced: 06 Jan 2025

https://github.com/kanika300393/python_libraries_ds

This repository is a curated collection of Python libraries designed specifically for Data Science enthusiasts. Whether you're a beginner just getting started or an experienced data scientist looking to expand your toolkit, you'll find a range of libraries here that cater to various aspects of Data Science.

Last synced: 06 Jan 2025

https://github.com/kanika300393/azure-cloud-architecture

Last synced: 06 Jan 2025

https://github.com/kanika300393/diabetes-prediction-model---web-application-deployment

This project demonstrates the complete pipeline of building, training, and deploying a machine learning model for diabetes prediction using the PIMA Diabetes dataset. The repository includes model building, saving the trained model, creating a predictive system, and deploying it as a Streamlit-based web application. Explore this end-to-end solution

Last synced: 06 Jan 2025

https://github.com/kanika300393/aws-spotify-architecture

This project showcases an end-to-end ETL pipeline using AWS services for processing and analyzing the Spotify dataset. The architecture includes S3 for data storage, AWS Glue for ETL processing, Athena for querying, and QuickSight for visualization. It serves as a example of building scalable, cloud based data pipelines for realworld analysis

Last synced: 06 Jan 2025

https://github.com/kanika300393/canada_ghg_emission

analyze and understand greenhouse gas (GHG) emissions in Canada over the past five years, focusing on various sectors contributing to these emissions. With a primary emphasis on carbon dioxide (CO2) emissions, the project aims to identify and evaluate which sectors have been the most significant contributors to Canada's overall GHG emissions.

Last synced: 06 Jan 2025