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site_name: Data Science Workflow Management | ||
site_description: 'Data Science Workflow Management' | ||
site_author: Ibon Martínez-Arranz | ||
site_url: https://github.com/imarranz/data-science-workflow-management | ||
repo_url: https://github.com/imarranz/data-science-workflow-management | ||
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nav: | ||
- 'Data Science Workflow Management': index.md | ||
- 'Introduction': | ||
- 'Introduction': 01_introduction/011_introduction.md | ||
- 'What is Data Science Workflow Management?': 01_introduction/012_introduction.md | ||
- 'References': 01_introduction/013_introduction.md | ||
- 'Fundamentals of Data Science': | ||
- 'Fundamentals of Data Science': 02_fundamentals/021_fundamentals_of_data_science.md | ||
- 'What is Data Science?': 02_fundamentals/022_fundamentals_of_data_science.md | ||
- 'Data Science Process': 02_fundamentals/023_fundamentals_of_data_science.md | ||
- 'Programming Languages for Data Science': 02_fundamentals/024_fundamentals_of_data_science.md | ||
- 'Data Science Tools and Technologies': 02_fundamentals/025_fundamentals_of_data_science.md | ||
- 'References': 02_fundamentals/026_fundamentals_of_data_science.md | ||
- 'Workflow Management Concepts': | ||
- 'Workflow Management Concepts': 03_workflow/031_workflow_management_concepts.md | ||
- 'What is Workflow Management?': 03_workflow/032_workflow_management_concepts.md | ||
- 'Why is Workflow Management Important?': 03_workflow/033_workflow_management_concepts.md | ||
- 'Workflow Management Models': 03_workflow/034_workflow_management_concepts.md | ||
- 'Workflow Management Tools and Technologies': 03_workflow/035_workflow_management_concepts.md | ||
- 'Enhancing Collaboration and Reproducibility through Project Documentation': 03_workflow/036_workflow_management_concepts.md | ||
- 'Practical Example': 03_workflow/037_workflow_management_concepts.md | ||
- 'References': 03_workflow/038_workflow_management_concepts.md | ||
- 'Project Planning': | ||
- 'Project Planning': 04_project/041_project_plannig.md | ||
- 'What is Project Planning?': 04_project/042_project_plannig.md | ||
- 'Problem Definition and Objectives': 04_project/043_project_plannig.md | ||
- 'Selection of Modelling Techniques': 04_project/044_project_plannig.md | ||
- 'Selection Tools and Technologies': 04_project/045_project_plannig.md | ||
- 'Workflow Design': 04_project/046_project_plannig.md | ||
- 'Practical Example': 04_project/047_project_plannig.md | ||
- 'Data Adquisition': | ||
- 'Data Adquisition and Preparation': 05_adquisition/051_data_adquisition_and_preparation.md | ||
- 'What is Data Adqusition?': 05_adquisition/052_data_adquisition_and_preparation.md | ||
- 'Selection of Data Sources': 05_adquisition/053_data_adquisition_and_preparation.md | ||
- 'Data Extraction and Transformation': 05_adquisition/054_data_adquisition_and_preparation.md | ||
- 'Data Cleaning': 05_adquisition/055_data_adquisition_and_preparation.md | ||
- 'Data Integration': 05_adquisition/056_data_adquisition_and_preparation.md | ||
- 'Practical Example': 05_adquisition/057_data_adquisition_and_preparation.md | ||
- 'References': 05_adquisition/058_data_adquisition_and_preparation.md | ||
- 'Exploratory Data Analysis': | ||
- 'Exploratory Data Analysis': 06_eda/061_exploratory_data_analysis.md | ||
- 'Descriptive Statistics': 06_eda/062_exploratory_data_analysis.md | ||
- 'Data Visualization': 06_eda/063_exploratory_data_analysis.md | ||
- 'Correlation Analysis': 06_eda/064_exploratory_data_analysis.md | ||
- 'Data Transformation': 06_eda/065_exploratory_data_analysis.md | ||
- 'Practical Example': 06_eda/066_exploratory_data_analysis.md | ||
- 'References': 06_eda/067_exploratory_data_analysis.md | ||
- 'Modelling and Data Validation': | ||
- 'Modelling and Data Validation': 07_modelling/071_modeling_and_data_validation.md | ||
- 'What is Data Modelling': 07_modelling/072_modeling_and_data_validation.md | ||
- 'Selection of Modelling Algortihms': 07_modelling/073_modeling_and_data_validation.md | ||
- 'Model Training and Validation': 07_modelling/074_modeling_and_data_validation.md | ||
- 'selection of Best Model': 07_modelling/075_modeling_and_data_validation.md | ||
- 'Model Evaluation': 07_modelling/076_modeling_and_data_validation.md | ||
- 'Model Interpretability': 07_modelling/077_modeling_and_data_validation.md | ||
- 'Practical Example': 07_modelling/078_modeling_and_data_validation.md | ||
- 'References': 07_modelling/079_modeling_and_data_validation.md | ||
- 'Model Implementation': | ||
- 'Model Implementation and Maintenance': 08_implementation/081_model_implementation_and_maintenance.md | ||
- 'What is Model Implementation?': 08_implementation/082_model_implementation_and_maintenance.md | ||
- 'selection of Implementation Platform': 08_implementation/083_model_implementation_and_maintenance.md | ||
- 'Integration with Existing Systems': 08_implementation/084_model_implementation_and_maintenance.md | ||
- 'Testing and Validation of the Model': 08_implementation/085_model_implementation_and_maintenance.md | ||
- 'Model Maintenance and Updating': 08_implementation/086_model_implementation_and_maintenance.md | ||
- 'Monitoring and Improvement': | ||
- 'Monitoring and Improvement': 09_monitoring/091_monitoring_and_continuos_improvement.md | ||
- 'What is Monitoring and Continuous Improvement?': 09_monitoring/092_monitoring_and_continuos_improvement.md | ||
- 'Model Performance Monitoring': 09_monitoring/093_monitoring_and_continuos_improvement.md | ||
- 'Problem Identification': 09_monitoring/094_monitoring_and_continuos_improvement.md | ||
- 'Continuous Model Improvement': 09_monitoring/095_monitoring_and_continuos_improvement.md | ||
- 'References': 09_monitoring/096_monitoring_and_continuos_improvement.md | ||
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copyright: '<b>Data Science Workflow Management</b><br>Copyright © 2024 <a href="https://github.com/imarranz">Ibon Martínez-Arranz</a><br>' | ||
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#copyright: '<b>Essential Guide to Pandas<br> | ||
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#<br>Copyright © 2024<br>' |