From 79ea0b99540ba0b0f0ef8d0c23ff7d2a9647dea4 Mon Sep 17 00:00:00 2001 From: M-Mouhcine Date: Fri, 18 Aug 2023 17:46:50 +0200 Subject: [PATCH] doc: updated gh-pages --- docs/.buildinfo | 2 +- docs/_static/css/badge_only.css | 2 +- docs/_static/css/theme.css | 4 +- docs/_static/js/theme.js | 2 +- docs/api.html | 169 +--- docs/build/html/api.html | 600 ++++++++++++ docs/build/html/calibration.html | 512 ++++++++++ docs/build/html/classification.html | 575 +++++++++++ docs/build/html/conformalization.html | 556 +++++++++++ docs/build/html/genindex.html | 653 +++++++++++++ docs/build/html/getting_started.html | 586 +++++++++++ docs/build/html/index.html | 281 ++++++ docs/build/html/metrics.html | 393 ++++++++ docs/build/html/nonconformity_scores.html | 406 ++++++++ docs/build/html/plotting.html | 371 +++++++ docs/build/html/prediction.html | 702 ++++++++++++++ docs/build/html/prediction_sets.html | 410 ++++++++ docs/build/html/py-modindex.html | 320 ++++++ docs/build/html/regression.html | 1076 +++++++++++++++++++++ docs/build/html/search.html | 275 ++++++ docs/build/html/splitting.html | 388 ++++++++ docs/build/html/theory_overview.html | 434 +++++++++ docs/build/html/utils.html | 320 ++++++ docs/calibration.html | 180 +--- docs/classification.html | 169 +--- docs/conformalization.html | 186 +--- docs/genindex.html | 147 +-- docs/getting_started.html | 175 +--- docs/index.html | 155 +-- docs/metrics.html | 167 +--- docs/nonconformity_scores.html | 170 +--- docs/plotting.html | 159 +-- docs/prediction.html | 184 +--- docs/prediction_sets.html | 170 +--- docs/py-modindex.html | 145 +-- docs/regression.html | 201 +--- docs/search.html | 151 +-- docs/splitting.html | 174 +--- docs/theory_overview.html | 179 +--- docs/utils.html | 164 +--- 40 files changed, 9460 insertions(+), 2453 deletions(-) create mode 100644 docs/build/html/api.html create mode 100644 docs/build/html/calibration.html create mode 100644 docs/build/html/classification.html create mode 100644 docs/build/html/conformalization.html create mode 100644 docs/build/html/genindex.html create mode 100644 docs/build/html/getting_started.html create mode 100644 docs/build/html/index.html create mode 100644 docs/build/html/metrics.html create mode 100644 docs/build/html/nonconformity_scores.html create mode 100644 docs/build/html/plotting.html create mode 100644 docs/build/html/prediction.html create mode 100644 docs/build/html/prediction_sets.html create mode 100644 docs/build/html/py-modindex.html create mode 100644 docs/build/html/regression.html create mode 100644 docs/build/html/search.html create mode 100644 docs/build/html/splitting.html create mode 100644 docs/build/html/theory_overview.html create mode 100644 docs/build/html/utils.html diff --git a/docs/.buildinfo b/docs/.buildinfo index fea25eb..0d5fcc7 100644 --- a/docs/.buildinfo +++ b/docs/.buildinfo @@ -1,4 +1,4 @@ # Sphinx build info version 1 # This file hashes the configuration used when building these files. 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- -
- - -
-

API’s Modules

+

API’s Modules

-

Overview

+

Overview

-

ConformalPredictor

+

ConformalPredictor

deel.puncc.api.conformalization.ConformalPredictor is the canvas of conformal prediction procedures. An object instance is constructed by, as we will explain later, a predictor, a calibrator and a splitter:

# Imports
@@ -541,7 +455,7 @@ 
ConformalPredictor
-

Predictor

+

Predictor

The deel.puncc.api.prediction.BasePredictor and deel.puncc.api.prediction.DualPredictor classes are wrappers of ML/DL models that aims to expose a standardized interface and guarantee compliance with the puncc’s framework. The predictors have to implement:

@@ -588,7 +502,7 @@

Predictor

-

Calibrator

+

Calibrator

The calibrator provides a structure to estimate the nonconformity scores on the calibration set and to compute the prediction sets. At the constructor deel.puncc.api.calibration.BaseCalibrator, one decides which nonconformity score and prediction set functions to use. @@ -632,7 +546,7 @@

Calibrator

-

Splitter

+

Splitter

In conformal prediction, the assignment of data into fit and calibration sets is motivated by two criteria: data availability and computational resources. If quality data is abundant, we can split the training samples into disjoint subsets \(D_{fit}\) and \(D_{calib}\). @@ -654,50 +568,33 @@

Splitter -

-