Update docs (#913)

Author: alex-hse-repository

CHANGELOG.md

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 ## Unreleased
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+### Fixed
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+## [1.12.0] - 2022-09-05
+### Added
 - Function to transform etna objects to dict([#818](https://github.com/tinkoff-ai/etna/issues/818))
 - `MLPModel`([#860](https://github.com/tinkoff-ai/etna/pull/860))
 - `DeadlineMovingAverageModel` ([#827](https://github.com/tinkoff-ai/etna/pull/827))
 - `DirectEnsemble` ([#824](https://github.com/tinkoff-ai/etna/pull/824))
 - CICD: untaged docker image cleaner ([#856](https://github.com/tinkoff-ai/etna/pull/856))
 - Notebook about forecasting strategies ([#864](https://github.com/tinkoff-ai/etna/pull/863))
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 - Add `ChangePointSegmentationTransform`, `RupturesChangePointsModel` ([#821](https://github.com/tinkoff-ai/etna/issues/821))
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 ### Changed
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 - Teach AutoARIMAModel to work with out-sample predictions ([#830](https://github.com/tinkoff-ai/etna/pull/830))
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 - Make TSDataset.to_flatten faster for big datasets ([#848](https://github.com/tinkoff-ai/etna/pull/848))
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 ### Fixed
 - Type hints for external users by [PEP 561](https://mypy.readthedocs.io/en/stable/running_mypy.html#missing-library-stubs-or-py-typed-marker) ([#868](https://github.com/tinkoff-ai/etna/pull/868))
 - Type hints for `Pipeline.model` match `models.nn`([#768](https://github.com/tinkoff-ai/etna/pull/840))
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 - Fix behavior of SARIMAXModel if simple_differencing=True is set ([#837](https://github.com/tinkoff-ai/etna/pull/837))
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 - Bug python3.7 and TypedDict import ([867](https://github.com/tinkoff-ai/etna/pull/867))
 - Fix deprecated  pytorch lightning trainer flags ([#866](https://github.com/tinkoff-ai/etna/pull/866))
 - ProphetModel doesn't work with cap and floor regressors ([#842](https://github.com/tinkoff-ai/etna/pull/842))
 - Fix problem with encoding category types in OHE ([#843](https://github.com/tinkoff-ai/etna/pull/843))
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 - Change Docker cuda image version from 11.1 to 11.6.2 ([#838](https://github.com/tinkoff-ai/etna/pull/838))
 - Optimize time complexity of `determine_num_steps`([#864](https://github.com/tinkoff-ai/etna/pull/864))
 - All warning as errors([#880](https://github.com/tinkoff-ai/etna/pull/880))
 - Update .gitignore with .DS_Store and checkpoints ([#883](https://github.com/tinkoff-ai/etna/pull/883))
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 - Delete ROADMAP.md ([#904]https://github.com/tinkoff-ai/etna/pull/904)
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 - Fix ci invalid cache ([#896](https://github.com/tinkoff-ai/etna/pull/896))
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 ## [1.11.1] - 2022-08-03
 ### Fixed
@@ -504,4 +500,4 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
   - Distribution plot
   - Anomalies (Outliers) plot
   - Backtest (CrossValidation) plot
-  - Forecast plot
+  - Forecast plot

pyproject.toml

@@ -1,6 +1,6 @@
 [tool.poetry]
 name = "etna"
-version = "1.11.1"
+version = "1.12.0"
 repository = "https://github.com/tinkoff-ai/etna"
 readme = "README.md"
 description = "ETNA is the first python open source framework of Tinkoff.ru AI Center. It is designed to make working with time series simple, productive, and fun."