https://github.com/shubham-s151/machine_learning_projects

A collection of machine learning projects covering predictive modeling, classification, clustering, and NLP. Each project includes detailed analysis, feature engineering, and model evaluation. Some projects also have interactive Streamlit apps for real-time insights! 🚀
https://github.com/shubham-s151/machine_learning_projects

classification clustering clustering-algorithm deployment jupyter-notebook model predictive-analytics predictive-modeling python regression statistical-analysis

Last synced: 9 months ago
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A collection of machine learning projects covering predictive modeling, classification, clustering, and NLP. Each project includes detailed analysis, feature engineering, and model evaluation. Some projects also have interactive Streamlit apps for real-time insights! 🚀

• Host: GitHub
• URL: https://github.com/shubham-s151/machine_learning_projects
• Owner: Shubham-S151
• License: mit
• Created: 2024-12-08T16:15:17.000Z (12 months ago)
• Default Branch: main
• Last Pushed: 2025-02-23T06:41:18.000Z (9 months ago)
• Last Synced: 2025-02-23T07:28:44.779Z (9 months ago)
• Topics: classification, clustering, clustering-algorithm, deployment, jupyter-notebook, model, predictive-analytics, predictive-modeling, python, regression, statistical-analysis
• Language: Jupyter Notebook
• Homepage: https://sites.google.com/view/shubham-sharma-portfolio/home
• Size: 8.41 MB
• Stars: 0
• Watchers: 1
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

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README

          
# Machine_Learning  

A collection of machine learning projects covering predictive modeling, classification, clustering, and NLP. Each project includes detailed analysis, feature engineering, and model evaluation. Some projects also have interactive Streamlit apps for real-time insights! 🚀

## Project Index  

| **Project Name**                                  | **Description**                                                                 | **Link to Project**  | **App Link**  |

|--------------------------------------------------|---------------------------------------------------------------------------------|----------------------|---------------|

| **Concrete Strength Predictor**                  | Predicting the strength of concrete based on its components.                    | [Click Here](https://github.com/Shubham-S151/Machine_Learning/blob/main/Concrete%20Compressive%20Strength.ipynb)      | N/A           |

| **Understanding Customer Churn**                 | Analyzing factors influencing customer retention and churn.                      | [Click Here](https://github.com/Shubham-S151/Machine_Learning/blob/main/Customer%20Churn%20Case%20Study-ML.ipynb)      | N/A           |

| **Big Mart Sales Prediction**                    | Forecasting sales for a retail store based on historical data.                   | [Click Here](https://github.com/Shubham-S151/Machine_Learning/blob/main/Big_mart%20sales%20case%20study.ipynb)      | N/A           |

| **Hotel INN Cancellation Prediction**            | Predicting hotel booking cancellations.                                         | [Click Here](https://github.com/Shubham-S151/Machine_Learning/blob/main/Hotel%20cancellation%20case%20study.ipynb)      | [Click Here](https://hotel-inn-cancellation-prediction.streamlit.app/) |

| **Country Segmentation for NGO**                 | Clustering countries based on socio-economic factors for NGO decision-making.   | [Click Here](https://github.com/Shubham-S151/Machine_Learning/blob/main/country%20data%20segmentation%20using%20socio%20economic%20factors.ipynb)      | [Click Here](https://ngo-customer-segmentation-by-socioeconomic-status.streamlit.app/) |

| **Body Fitness Classification**                  | Classifying fitness levels based on daily habits and body features.              | [Click Here](https://github.com/Shubham-S151/Machine_Learning/blob/main/Body%20Fitness%20Multi-Class%20Classification.ipynb)      | [Click Here](https://fit-forecaster.streamlit.app/) |

| **Twitter Sentiment Analysis**                   | Analyzing sentiment in tweets using NLP techniques.                             | [Click Here](https://github.com/Shubham-S151/Machine_Learning/blob/main/Twitter_Sentiment_Analysis.ipynb)      | N/A           |

| **Wine Quality Analysis and Prediction**         | Predicting wine quality based on chemical properties.                            | [Click Here](https://github.com/Shubham-S151/Machine_Learning/blob/main/Wine%20Quality%20Analysis%20and%20Prediction)      | N/A           |

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## How to Use  

1. Clone the repository:  

   ```bash

   git clone https://github.com/Shubham-S151/Machine_Learning.git