Run different validation tests on machine learning models.
Project description
FluidAI - Sanatio
Sanatio
sanatio(Latin) OR validation(English)
noun
- the action of checking or proving the validity or accuracy of something.
- the action of making or declaring something legally or officially acceptable.
- recognition or affirmation that a person or their feelings or opinions are valid or worthwhile.
The FluidAI - Sanatio package provides functions to perform different types of validation functions, the results of
which can be used for ensuring the machine learning model trained is robust and the accuracy levels attained are
dependable.
Version 2.1.0 updates
- Code Generation modules
- CF model training modules
- Correlation structure in routines
Features in Sanatio
Feature |
---|
Validation Reports |
Enacting recommendation |
Automl Module |
Code Generation |
Collaborative model building |
Fillna Module (Under Progress) |
User Docs
https://fluid-ai.gitbook.io/fluid-ai-sanatio
Current directory structure
sanatio/
├───authentication_server/
│ ├───authentication_server.py
│ ├───utils/
│ │ ├───db_credential.json # credential file
│ │ ├───utils.py
│ │ └───__init__.py
│ └───__init__.py
├───code_generation/
│ ├───generate_code.py # codes to generate new cell with functions defined in the below files
│ ├───matrics_codes.py
│ └───__init__.py
├───jupyter_ui_menu/
│ ├───jupyter_menu.py #for generating interactive dropdown menu for all sanatio features
│ ├───jupyter_codegen_menu.py #for generating interactive dropdown menu for code generation
│ └───__init__.py
├───training/
│ ├───automl/ # pipeline generation functions
│ │ ├───pipeline_generation.py
│ │ └───__init__.py
│ └───__init__.py
│ ├───recommsys/ # recommendation for CF functions
│ │ ├───cf.py
│ └───__init__.py
├───validations/
│ ├───db_credential.json
│ ├───graphs/ # plotting functions
│ │ ├───graphs.py
│ │ └───__init__.py
│ ├───routines/ # folder has different routines
│ │ ├───binary_logistic_regression_routine.py
│ │ ├───helper_routines.py # has the base routine and validation routine class that calls different routines
│ │ ├───linear_regression_routine.py
│ │ ├───tree_based_classification_routine.py
│ │ └───__init__.py
│ ├───sanatio_enact.py # code to enact sanatio recommendations
│ ├───session_authentication.py # code to authenticate with main server
│ ├───stats/
│ │ ├───stats.py # plotting functions
| | |───correlation_structure.py
│ │ └───__init__.py
│ └───__init__.py
├───validation_tests/ # test cases
│ ├───test_authentication.py
│ ├───test_automl.py
│ ├───test_enact.py
│ ├───test_graphs.py
│ ├───test_routines.py
│ ├───test_stats.py
│ └───__init__.py
└───__init__.py
Note: Subject to future changes in the file structure.
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