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Niketkumardheeryan / ML-CaPsule

ML-capsule is a Project for beginners and experienced data science Enthusiasts who don't have a mentor or guidance and wish to learn Machine learning. Using our repo they can learn ML, DL, and many related technologies with different real-world projects and become Interview ready.
MIT License
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Adding project that gives Loan Prediction #675

Open sanskritiagr opened 1 month ago

sanskritiagr commented 1 month ago

I want to add a project that tells if your loan will be approved or not given your personal details. It has a website also which allows user to input their details and get predictions.

sanskritiagr commented 1 month ago

@Niketkumardheeryan please assign it to me as GsSoc'24

sanskritiagr commented 1 month ago

I have already made a project on this. You can check it out.

AyushSinghRajput1366 commented 1 month ago

Loan Prediction Project

Objective

The objective of this project is to build a machine learning model that predicts whether a finance company should give a loan to an individual based on various credentials.

Data

The data for this project would include various credentials of the individuals such as:

Methodology

  1. Data Collection: Gather data from reliable sources or use synthetic data if real data is not available.
  2. Data Preprocessing: Clean the data and handle missing values, outliers, and categorical variables.
  3. Exploratory Data Analysis (EDA): Understand the data by visualizing and summarizing it.
  4. Feature Engineering: Create new features from existing ones to improve the model.
  5. Model Building: Try different machine learning algorithms and select the one that performs the best.
  6. Model Evaluation: Evaluate the model using appropriate metrics (like accuracy, precision, recall, F1-score, AUC-ROC etc.)
  7. Model Deployment: Once the model is satisfactory, deploy it for real-time prediction.

Expected Outcome

The expected outcome of this project is a robust machine learning model that can accurately predict whether a finance company should approve a loan based on the individual's credentials.

AyushSinghRajput1366 commented 1 month ago

@Niketkumardheeryan kindly assign me this issue to me ...

sanskritiagr commented 1 month ago

Please check this out. https://github.com/sanskritiagr/Loan-Prediction/blob/main/README.md

sanskritiagr commented 1 month ago

@invigorzz313 @Niketkumardheeryan Please add level too. For GsSoc'24. I have submitted the pull request too. Please check that out also.

Srijansarkar17 commented 1 month ago

@Niketkumardheeryan Please add level to the issue

Srijansarkar17 commented 1 month ago

@Niketkumardheeryan I would like to work on this project. Can you assign it to me?