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A machine learning project in python on predicting whether an object is rock or mine with sonar data

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Rockk vs Mine prediction system

Overview

This project aims to develop a predictive system tailored for submarines, with the primary goal of accurately distinguishing rocks from mines detected underwater. By utilizing libraries such as NumPy, Pandas, scikit-learn, and the Logistic Regression model, the Rock vs Mine Prediction System aims to enhance submarine capabilities in accurately detecting and classifying underwater objects. Its applications span from marine exploration to defense, improving safety and efficiency in underwater operations.

Functionalities of the predictive system:

  • Data manipulation and preprocessing tasks performed using numpy and pandas libraries.
  • train_test_split function from sklearn.model_selection library used to split the dataset into training and testing subsets.
  • LogisticRegression used as the predictive model.
  • Accuracy_score metric function from sklearn.metrics library utilized to assess the model's performance and measure prediction accuracy.

Feel Free to check out the code!

🚀 About Me

Hi there! I am Sai Vamsi, a final year computer science undergraduate with specialization in Artificial Intelligence at Vel Tech University, Chennai. I have a strong passion for software development, and Artificial Intelligence.

I'm proficient in C, C++, Java, and Python programming languages. I also have expertise in Data Structures and Algorithms. Besides, I am a Full-stack Web Developer who is familiar with front-end development technologies like HTML, CSS, JavaScript, and React, and also back-end development with Node.js, Express.js, and MongoDB.

On my GitHub profile, you can find a collection of projects that demonstrate my programming and development skills.

Thank you for taking the time to learn about me, and feel free to check out my projects on GitHub!

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A machine learning project in python on predicting whether an object is rock or mine with sonar data

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