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UTSAVS26 / PyVerse

PyVerse is an open-source collection of diverse Python projects, tools, and scripts, ranging from beginner to advanced, across various domains like machine learning, web development, and automation.
https://sites.google.com/view/pyverse-python-universe/
MIT License
69 stars 206 forks source link

[Code Addition Request]: SONAR Rock vs Mine Prediction with Machine learning #422

Closed ShrishtiSingh26 closed 1 month ago

ShrishtiSingh26 commented 1 month ago

Have you completed your first issue?

Guidelines

Latest Merged PR Link

N/A

Project Description

This project is a machine learning solution for classifying objects detected by a SONAR signal as either a rock or a mine. SONAR (Sound Navigation and Ranging) is often used in underwater detection systems, and it can be challenging to accurately identify whether the detected object is a harmless rock or a dangerous mine. This project aims to build a machine learning model to predict the classification of the object based on the characteristics of the SONAR signal.

Project Workflow:

Data Collection: Load the SONAR dataset. Data Exploration and Preprocessing: Explore the data structure and summary statistics. Handle missing or inconsistent data (if applicable). Encode categorical labels ('R' and 'M') into numerical form. Feature Selection: Assess feature importance or correlation with the target label. Model Selection: Choose algorithms like Logistic Regression, K-Nearest Neighbors (KNN), Decision Trees, Random Forest, or Support Vector Machines (SVM). Model Training: Train selected models on the training dataset. Model Evaluation: Evaluate the models using metrics like accuracy, precision, recall, and confusion matrix. Hyperparameter Tuning: Optimize the model using techniques like GridSearchCV or RandomizedSearchCV.

Full Name

Shrishti Singh

Participant Role

Contributor in GSSOC -extd and Hacktoberfest

github-actions[bot] commented 1 month ago

🙌 Thank you for bringing this issue to our attention! We appreciate your input and will investigate it as soon as possible.

Feel free to join our community on Discord to discuss more!

ShrishtiSingh26 commented 1 month ago

@UTSAVS26 Please assign me this issue I would be more than happy to contribute in this project Thank you!

ShrishtiSingh26 commented 1 month ago

@UTSAVS26 Please assign me this issue I would be more than happy to contribute in this project Thank you!

github-actions[bot] commented 1 month ago

✅ This issue has been closed. Thank you for your contribution! If you have any further questions or issues, feel free to join our community on Discord to discuss more!

UTSAVS26 commented 1 month ago

You have already worked on this one.