Machine_Learning Projects by 0xlighning

Machine Learning Projects - Data Science Internship Project @ Shiash Info Solutions

Regression Models:

R2 Square ,Mean Absolute Error ,Mean Square Error ,Root Mean Square Error

Classification Model:

Precision ,Recall ,Accuracy ,Confussion matrix ,Decision Tree ,Classification Tree

1. Reimbursement Price Regression Model:
   • Developed a regression model to predict reimbursement prices for specific cases.
     • Multiple Linear Regression (OLS) Algorithm
2. Automobile Price Regression Model:
   • Created a regression model to estimate the prices of automobiles based on various features.
     • Multiple Linear Regression (OLS) Algorithm
3. Food Delivery Time Regression Model:
   • Built a regression model to predict food delivery times, enhancing service efficiency.
     • Multiple Linear Regression (OLS) Algorithm
4. Airplane Fare Regression Model:
   • Designed a regression model to predict airfare prices for travelers.
     • Multiple Linear Regression (OLS) Algorithm
5. Heart Disease Classification Model:
   • Developed a classification model to detect and predict heart disease based on patient data.
     • Logistic Regession Algorithm
     • Random Forest Regression Algorithm
6. Austria Weather Classification Model:
   • Created a classification model to forecast weather conditions in Austria using
     • Logistic Regession Algorithm
     • Random Forest Regression Algorithm
7. Job Details Classification Model:
   • Developed a classification model to categorize job details patterns for targeted marketing strategies.
     • K-means Algorithm
8. Wine Quality Classification Model:
   • Created a classification model to assess and classify the quality of wine based on various attributes.
     • Random Forest Regression Algorithm
9. Commercial Sales Regression Model:
   • Built a regression model to analyze and predict commercial sales data, optimizing business strategies.
     • Linear Regression Algorithm
     • Random Forest Regression Algorithm
     • Multiple Linear Regression (OLS) Algorithm