AcunMedya Akademiq Internship Program - My Work
In this repo, I share the projects I worked on, the features I developed and the experiences I gained during AcunMedia's 6-month Akademiq Internship program.
| Week | Workdone | Dataset | Description |
|---|---|---|---|
| 1 | Data Analysis | The Palmer Penguins | The dataset was analyzed and missing values were found. And filled appropriately. |
| 2 | Data Analysis | Heart Disease UCI | Outliers were found and visualized using barplot. |
| 3 | Data Preprocessing | Heart Disease UCI | Standardization and encoding. |
| 4 | Data Visualization | Tips | Data were visualized with different types of graphs. |
| 5 | Feauture Engineering | diabetes_dataset | Data processed, features added and training done. |
| 6 | Lineer Regression | uci-ml-repo | Lineer regression was used to estimate the fuel consumption of the vehicle. |
| 7 | Linear+Lasso+Ridge | Hitters | Linear, ridge and lasso regression results were evaluated. Ridge and lasso were re-evaluated using optimization techniques. |
| 8 | Polynomial Regression | insurance | Estimation was done with polynomial regression and compared with ridge and lasso. |
| 9 | Logistic Regression | Admission Predict | Classification was done with logistic regression, and the model was developed using hyperparameter optimizations (RandomizeSearch, GridSearch). |
| 10 | Decision Trees | Istanbul House Dataset | Data preprocessing was done, feature engineering was applied. 3 different models were tested using DecistionTreeRegressor, GridSearch and RandomizedSearch. |