/Data-Science-Portfolio

Portfolio of data science projects completed by me for Data Science course (IBM Data Science Professional Certificate), self learning, and hobby purposes.

Primary LanguageJupyter Notebook

Data Science Portfolio

1. Classification

  • Classification-Decision-Trees.ipynb
  • Classification-Logistic-Regression.ipynb
  • Classification-SVM-cancer.ipynb

2. Clustering

  • Clustering-K-Nearest-neighbors.ipynb
  • Clustering-Hierarchical-Cars.ipynb
  • Clustering-K-Means.ipynb

3. Data Wrangling

  • Data-wrangling-using-Python.ipynb

4. Feature Selection & Exploratory Data Analysis

  • Exploratory study on feature selection.ipynb
  • Full_Exploratory-data-analysis.ipynb

5. Model Evaluation

  • Model-Evaluation-and-refinement.ipynb

6. Plots_Charts

  • Area-Plots-Histograms-and-Bar-Chart.ipynb
  • Introduction-to-Matplotlib-and-Line.ipynb
  • Plots-using-Matplotlib.ipynb
  • Pie-Charts-Box-Plots-Scatter-Plots.ipynb
  • WaffleCharts-WordClouds-and-Regres

7. Python

  • Classes-In-Python.ipynb
  • Functions-in-Python.ipynb
  • Intro_API_and_RestAPI.ipynb
  • Python-WriteFile.ipynb

8. Recommendation

  • Collaborative-Filtering-movies.ipynb
  • Recommendations-sys-content-based.ipynb

9. Regression

  • Linear-Regression.ipynb
  • Mulitple-Linear-Regression.ipynb
  • Polynomial-Regression.ipynb
  • Regression-NoneLinear.ipynb
  • Regresssion-Simple_&_Multiple-Analysis.ipynb

10. Miscellaneous

  • Speech-To-Text-Conversion.ipynb
  • CropImage.ipynb
  • Image Processing.ipynb
  • Numpy-1D.ipynb