Update the changelog (#2499)

The PR populates the changelog with `0.18.1` release, adds missing
chnages, bumps changelog format version to `1.1.0`, and changes date
format to the recommended one.

Author: antonwolfy

CHANGELOG.md

@@ -1,27 +1,52 @@
 # Changelog
 All notable changes to this project will be documented in this file.
 
-The format is based on [Keep a Changelog](https://keepachangelog.com/en/1.0.0/),
+The format is based on [Keep a Changelog](https://keepachangelog.com/en/1.1.0/),
 and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0.html).
 
-## [0.19.0] - MM/DD/2025
+## [0.19.0] - 2025-MM-DD
 
 ### Added
 
 * Added `--target-cuda[=ARCH]` option to replace the deprecated `--target=cuda`, allowing users to build for CUDA devices with optional architecture selection using [CodePlay oneAPI plug-in](https://developer.codeplay.com/products/oneapi/nvidia/home/) [#2478](https://github.com/IntelPython/dpnp/pull/2478)
-* Enabled support of Python 3.13 [#2490](https://github.com/IntelPython/dpnp/pull/2490)
 
 ### Changed
 
 * Adjusted the `pre-commit` configuration to run autoupdate weekly [#2479](https://github.com/IntelPython/dpnp/pull/2479)
 * Improved validation of `--target-hip` build option to only accept a gfx-prefixed value [#2481](https://github.com/IntelPython/dpnp/pull/2481)
+* Simplifies backend implementation of `dpnp.kaiser` by getting rid of unnecessary template [#2472](https://github.com/IntelPython/dpnp/pull/2472)
+
+### Deprecated
+
+### Removed
+
 * Cleaned up backend code to remove obsolete and unused parts of functionality [#2485](https://github.com/IntelPython/dpnp/pull/2485)
 
 ### Fixed
 
-* Fixed a bug for calculating the norm (`dpnp.linalg.norm`) of empty arrays when `keepdims=True` is passed  [#2477](https://github.com/IntelPython/dpnp/pull/2477)
+### Security
+
+
+## [0.18.1] - 2025-06-24
+
+This release achieves `dpnp` compatibility with Python 3.13 and enables distributing `dpnp` packages with the latest Python version.
+Moreover, the release provides compatibility with NumPy 2.3.0 and includes several bug fixes.
+
+### Added
+
+* Enabled support of Python 3.13 [#2490](https://github.com/IntelPython/dpnp/pull/2490)
+
+### Changed
+
+* Updated the tests scope to exclude several `matmul` tests in case of numpy 2.3.0 due to known NumPy issue [#2495](https://github.com/IntelPython/dpnp/pull/2495)
+
+### Fixed
+
+* Fixed a bug for calculating the norm (`dpnp.linalg.norm`) of empty arrays when `keepdims=True` is passed [#2477](https://github.com/IntelPython/dpnp/pull/2477)
+* Updated the tests for hyperbolic and trigonometric elementwise functions to set correct tolerance for `float16` dtype [#2483](https://github.com/IntelPython/dpnp/pull/2483)
+
 
-## [0.18.0] - 06/04/2025
+## [0.18.0] - 2025-06-04
 
 This release achieves 100% compliance with Python Array API specification (revision [2024.12](https://data-apis.org/array-api/2024.12/)).
 The release provides enhanced compatibility with NumPy 2.2.5. Window and mathematical routines are complemented by a set of new functions.
@@ -54,7 +79,7 @@ Moreover, it adds support to build `dpnp` from the source for AMD GPUs.
 * Updated `dpnp.outer` to return the same dtype as NumPy when multiplying an array with a scalar [#2295](https://github.com/IntelPython/dpnp/pull/2295)
 * Changed `"max dimensions"` to `None` in array API capabilities [#2432](https://github.com/IntelPython/dpnp/pull/2432)
 * Updated kernel header `i0.hpp` to expose `cyl_bessel_i0` function depending on build target [#2440](https://github.com/IntelPython/dpnp/pull/2440)
-* Added MKL functions `arg`, `copysign`, `i0`, and `inv` from VM namespace to be used by implementation of the appropriate element-wise functions [#2445](https://github.com/IntelPython/dpnp/pull/2445)
+* Added MKL functions `arg`, `copysign`, `i0`, and `inv` from VM namespace to be used by implementation of the appropriate elementwise functions [#2445](https://github.com/IntelPython/dpnp/pull/2445)
 * Clarified details about conda install instructions in `Quick start quide` and `README` [#2446](https://github.com/IntelPython/dpnp/pull/2446)
 * Bumped oneMKL version up to `0.7` [#2448](https://github.com/IntelPython/dpnp/pull/2448)
 * The parameter `axis` in `dpnp.take_along_axis` function has now a default value of `-1` [#2442](https://github.com/IntelPython/dpnp/pull/2442)
@@ -74,7 +99,7 @@ Moreover, it adds support to build `dpnp` from the source for AMD GPUs.
 * Updated test f/w to correct a check of array interface while converting to `numpy.ndarray` for comparison [#2467] (https://github.com/IntelPython/dpnp/pull/2467)
 
 
-## [0.17.0] - 02/26/2025
+## [0.17.0] - 2025-02-26
 
 This release achieves 100% compliance with Python Array API specification (revision [2023.12](https://data-apis.org/array-api/2023.12/)).
 The release provides enhanced compatibility with NumPy 2.2.3. Array manipulation, mathematical, logic, and statistics routines are complemented by a set of new functions.
@@ -175,21 +200,21 @@ Furthermore, a number of issues relating to running on NVIDIA GPUs have been res
 * Added a workaround to prevent a memory corruption in `dpnp.correlate` [#2333](https://github.com/IntelPython/dpnp/pull/2333)
 
 
-## [0.16.3] - 12/20/2024
+## [0.16.3] - 2024-12-20
 
 ### Fixed
 
 * Bumped min version of DPC++ compiler required to support experimental SYCL properties [#2231](https://github.com/IntelPython/dpnp/pull/2231)
 
 
-## [0.16.2] - 12/20/2024
+## [0.16.2] - 2024-12-20
 
 ### Fixed
 
 * Enabled `dpnp` in virtual environment on Windows platform [#2242](https://github.com/IntelPython/dpnp/pull/2242)
 
 
-## [0.16.1] - 12/06/2024
+## [0.16.1] - 2024-12-06
 
 This is a bug-fix release.
 
@@ -209,7 +234,7 @@ This is a bug-fix release.
 * Resolved a compilation error when building with DPC++ 2025.1 compiler [#2211](https://github.com/IntelPython/dpnp/pull/2211)
 
 
-## [0.16.0] - 10/14/2024
+## [0.16.0] - 2024-10-14
 
 This release reaches an important milestone by making offloading fully asynchronous. Calls to `dpnp` submit tasks for execution to DPC++ runtime and return without waiting for execution of these tasks to finish. The sequential semantics a user comes to expect from execution of Python script is preserved though.
 In addition, this release completes implementation of `dpnp.fft` module and adds several new array manipulation, indexing and elementwise routines. Moreover, it adds support to build `dpnp` for Nvidia GPUs.
@@ -326,7 +351,7 @@ In addition, this release completes implementation of `dpnp.fft` module and adds
 * Resolved compilation warning and error while building in debug mode [#2066](https://github.com/IntelPython/dpnp/pull/2066)
 * Fixed an issue with asynchronous execution in `dpnp.fft` module [#2067](https://github.com/IntelPython/dpnp/pull/2067)
 
-## [0.15.0] - 05/25/2024
+## [0.15.0] - 2024-05-25
 
 This release completes implementation of `dpnp.linalg` module and array creation routine, adds cumulative reductions and histogram functions.
 
@@ -395,7 +420,7 @@ and added implementation of `dpnp.mask_indices` function [#1814](https://github.
 * Resolved an unexpected `ValueError` exception raised from `dpnp.linalg.pinv` due to a shape issue in `dpnp.matmul` [#1843](https://github.com/IntelPython/dpnp/pull/1843)
 
 
-## [0.14.0] - 02/16/2024
+## [0.14.0] - 2024-02-16
 
 This release will require DPC++ `2024.1.0`, which no longer supports Intel Gen9 integrated GPUs found in Intel CPUs of 10th generation and older.
 
@@ -473,7 +498,7 @@ This release will require DPC++ `2024.1.0`, which no longer supports Intel Gen9
 * Improved performance of `dpnp.atleast_2d` and `dpnp.atleast_3d` functions and fixed to return a correct shape of resulting array [#1560](https://github.com/IntelPython/dpnp/pull/1560)
 
 
-## [0.13.0] - 09/29/2023
+## [0.13.0] - 2023-09-29
 
 ### Added
 
@@ -535,7 +560,7 @@ This release will require DPC++ `2024.1.0`, which no longer supports Intel Gen9
 * Resolved issues with running statistics functions on a device without fp64 support [#1494](https://github.com/IntelPython/dpnp/pull/1494)
 
 
-## [0.12.1] - 07/18/2023
+## [0.12.1] - 2023-07-18
 
 ### Added
 
@@ -568,7 +593,7 @@ This release will require DPC++ `2024.1.0`, which no longer supports Intel Gen9
 * Resolved a compilation warning with `std::getenv()` call on Windows [#1452](https://github.com/IntelPython/dpnp/pull/1452)
 * Corrected a link to OneAPI Toolkit in Installation Guide [#1445](https://github.com/IntelPython/dpnp/pull/1445)
 
-## [0.12.0] - 06/15/2023
+## [0.12.0] - 2023-06-15
 
 ### Added