fluidai-sanatio 2.2.3

Run different validation tests on machine learning models.

FluidAI - Sanatio

Sanatio

sanatio(Latin) OR validation(English)

noun

1. the action of checking or proving the validity or accuracy of something.
2. the action of making or declaring something legally or officially acceptable.
3. 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

1. Code Generation modules
2. CF model training modules
3. 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.