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<li class="toctree-l2"><a class="reference internal" href="#what-s-changed">What's Changed</a></li>
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<section id="release-of-skada">
<h1>Release of SKADA<a class="headerlink" href="#release-of-skada" title="Link to this heading"></a></h1>
<section id="skada-v0-5-0">
<h2>Skada v0.5.0<a class="headerlink" href="#skada-v0-5-0" title="Link to this heading"></a></h2>
<p>Skada v0.5.0 Release Highlights</p>
<p>This update brings significant enhancements and new features:</p>
<ol class="arabic simple">
<li><p>API Enhancement: Fix target labels masking in shallow methods.</p></li>
<li><p>API Enhancement: Remove the functions <code class="docutils literal notranslate"><span class="pre">pack_train</span></code> and <code class="docutils literal notranslate"><span class="pre">pack_test</span></code> for DomainAwareDataset.</p></li>
<li><p>New Feature: Add DeepDADataset to deal with the dataset for Deep DA.</p></li>
<li><p>Function Enhancement: Improve DomainAwareDataset to deal with tensors.</p></li>
<li><p>New Scorer: Introduce MaNo scorer.</p></li>
<li><p>Enhancement: Improve the dependencies of skada.</p></li>
<li><p>Enhancement: Fix CodeCov for the main branch.</p></li>
</ol>
</section>
<section id="what-s-changed">
<h2>What's Changed<a class="headerlink" href="#what-s-changed" title="Link to this heading"></a></h2>
<ul class="simple">
<li><p>[MRG] Fix Github action version v2 -> v4 and fix test with skorch update by @tgnassou in <a class="reference external" href="https://github.com/scikit-adaptation/skada/pull/292">PR #292</a></p></li>
<li><p>[WIP] Add new scorer: MaNoScorer by @ambroiseodt in <a class="reference external" href="https://github.com/scikit-adaptation/skada/pull/289">PR #289</a></p></li>
<li><p>[MRG] renaming, issue #294 by @mbarneche in <a class="reference external" href="https://github.com/scikit-adaptation/skada/pull/299">PR #299</a></p></li>
<li><p>[MRG] typo fix, issue #297 by @mbarneche in <a class="reference external" href="https://github.com/scikit-adaptation/skada/pull/298">PR #298</a></p></li>
<li><p>[MRG] Fix test after sklearn update where the text of a Value error changed by @tgnassou in <a class="reference external" href="https://github.com/scikit-adaptation/skada/pull/303">PR #303</a></p></li>
<li><p>[MRG] Add DeepDADataset by @mbarneche in <a class="reference external" href="https://github.com/scikit-adaptation/skada/pull/302">PR #302</a></p></li>
<li><p>[MRG] added skada.datasets.DomainAwareDataset to the doc by @arthurdrk in <a class="reference external" href="https://github.com/scikit-adaptation/skada/pull/307">PR #307</a></p></li>
<li><p>Move Contributing to root by @lionelkusch in <a class="reference external" href="https://github.com/scikit-adaptation/skada/pull/316">PR #316</a></p></li>
<li><p>Update version number and add logos of projects by @rflamary in <a class="reference external" href="https://github.com/scikit-adaptation/skada/pull/319">PR #319</a></p></li>
<li><p>Update README.md by @rflamary in <a class="reference external" href="https://github.com/scikit-adaptation/skada/pull/320">PR #320</a></p></li>
<li><p>Update README.md by @rflamary in <a class="reference external" href="https://github.com/scikit-adaptation/skada/pull/321">PR #321</a></p></li>
<li><p>Update pyproject.toml by @ambroiseodt in <a class="reference external" href="https://github.com/scikit-adaptation/skada/pull/318">PR #318</a></p></li>
<li><p>Update link for download some dataset by @lionelkusch in <a class="reference external" href="https://github.com/scikit-adaptation/skada/pull/324">PR #324</a></p></li>
<li><p>Add dependabot by @lionelkusch in <a class="reference external" href="https://github.com/scikit-adaptation/skada/pull/325">PR #325</a></p></li>
<li><p>Fix git action of version by @lionelkusch in <a class="reference external" href="https://github.com/scikit-adaptation/skada/pull/327">PR #327</a></p></li>
<li><p>[DOC] fix sklearn FutureWarning in <code class="docutils literal notranslate"><span class="pre">check_array</span></code>. by @vloison in <a class="reference external" href="https://github.com/scikit-adaptation/skada/pull/322">PR #322</a></p></li>
<li><p>Update yml linter configuration by @lionelkusch in <a class="reference external" href="https://github.com/scikit-adaptation/skada/pull/331">PR #331</a></p></li>
<li><p>Fix CodeCov parameters by @lionelkusch in <a class="reference external" href="https://github.com/scikit-adaptation/skada/pull/329">PR #329</a></p></li>
<li><p>[MRG] Update CONTRIBUTING.md by @ambroiseodt in <a class="reference external" href="https://github.com/scikit-adaptation/skada/pull/333">PR #333</a></p></li>
<li><p>Include pack_train and pack_test in pack to get one method by @MellotApolline in <a class="reference external" href="https://github.com/scikit-adaptation/skada/pull/317">PR #317</a></p></li>
<li><p>Improve warnings in doc by @antoinecollas in <a class="reference external" href="https://github.com/scikit-adaptation/skada/pull/336">PR #336</a></p></li>
<li><p>Add missing classes and functions to the doc by @MellotApolline in <a class="reference external" href="https://github.com/scikit-adaptation/skada/pull/335">PR #335</a></p></li>
<li><p>Separate the test of dataset to other tests by @lionelkusch in <a class="reference external" href="https://github.com/scikit-adaptation/skada/pull/332">PR #332</a></p></li>
<li><p>Fix codecov for main branch by @lionelkusch in <a class="reference external" href="https://github.com/scikit-adaptation/skada/pull/340">PR #340</a></p></li>
<li><p>Add automatic labeler to PR by @rflamary in <a class="reference external" href="https://github.com/scikit-adaptation/skada/pull/346">PR #346</a></p></li>
<li><p>Fix Labeler by @rflamary in <a class="reference external" href="https://github.com/scikit-adaptation/skada/pull/347">PR #347</a></p></li>
<li><p>Use Flag for improving the management of CodeCov by @lionelkusch in <a class="reference external" href="https://github.com/scikit-adaptation/skada/pull/343">PR #343</a></p></li>
<li><p>[MRG] Add automatic target label masking to prevent data leakage by @YanisLalou in <a class="reference external" href="https://github.com/scikit-adaptation/skada/pull/330">PR #330</a></p></li>
<li><p>Bump the actions group across 1 directory with 3 updates by @dependabot[bot] in <a class="reference external" href="https://github.com/scikit-adaptation/skada/pull/349">PR #349</a></p></li>
<li><p>[MRG] Handle torch tensor in DomainAwareDataset by @tom-yneuro in <a class="reference external" href="https://github.com/scikit-adaptation/skada/pull/337">PR #337</a></p></li>
<li><p>[MRG] Make DeepDADAtaset deal with regression masking by @tgnassou in <a class="reference external" href="https://github.com/scikit-adaptation/skada/pull/352">PR #352</a></p></li>
</ul>
</section>
<section id="new-contributors">
<h2>New Contributors<a class="headerlink" href="#new-contributors" title="Link to this heading"></a></h2>
<ul class="simple">
<li><p>@mbarneche made their first contribution in <a class="reference external" href="https://github.com/scikit-adaptation/skada/pull/299">PR #299</a></p></li>
<li><p>@arthurdrk made their first contribution in <a class="reference external" href="https://github.com/scikit-adaptation/skada/pull/307">PR #307</a></p></li>
<li><p>@lionelkusch made their first contribution in <a class="reference external" href="https://github.com/scikit-adaptation/skada/pull/316">PR #316</a></p></li>
<li><p>@MellotApolline made their first contribution in <a class="reference external" href="https://github.com/scikit-adaptation/skada/pull/317">PR #317</a></p></li>
<li><p>@dependabot[bot] made their first contribution in <a class="reference external" href="https://github.com/scikit-adaptation/skada/pull/349">PR #349</a></p></li>
<li><p>@tom-yneuro made their first contribution in <a class="reference external" href="https://github.com/scikit-adaptation/skada/pull/337">PR #337</a></p></li>
</ul>
<p><strong>Full Changelog</strong>: https://github.com/scikit-adaptation/skada/compare/0.4.0...0.5.0</p>
</section>
<section id="skada-v0-4-0">
<h2>Skada v0.4.0<a class="headerlink" href="#skada-v0-4-0" title="Link to this heading"></a></h2>
<p>This update brings significant enhancements and new features:</p>
<ol class="arabic simple">
<li><p>New Shallow Methods: MongeAlignment and JCPOT</p></li>
<li><p>New Deep Methods: CAN, MCC, MDD, SPA, SourceOnly, and TargetOnly models.</p></li>
<li><p>Scorers: Introduced MixValScorer and improved scorer compatibility with deep models.</p></li>
<li><p>Subsampling Transformers: Added StratifiedDomainSubsampler and DomainSubsampler.</p></li>
<li><p>Deep Models: Enhanced batch handling, fixed predict_proba, stabilized MDD loss, and fixed Deep Coral.</p></li>
<li><p>Docs & Design: Added a contributor guide, new logo, and documentation updates.</p></li>
</ol>
<section id="id1">
<h3>What's Changed<a class="headerlink" href="#id1" title="Link to this heading"></a></h3>
<ul class="simple">
<li><p>Update README.md with zenodo badge by @rflamary in <a class="reference external" href="https://github.com/scikit-adaptation/skada/pull/216">PR #216</a></p></li>
<li><p>[MRG] Add multi-domain Monge alignment and JCPOT Target shift method by @rflamary in <a class="reference external" href="https://github.com/scikit-adaptation/skada/pull/180">PR #180</a></p></li>
<li><p>[MRG] Add a parameter base_criterion to deep models by @tgnassou in <a class="reference external" href="https://github.com/scikit-adaptation/skada/pull/217">PR #217</a></p></li>
<li><p>[MRG] Add new scorer: MixValScorer by @YanisLalou in <a class="reference external" href="https://github.com/scikit-adaptation/skada/pull/221">PR #221</a></p></li>
<li><p>[MRG] Fix mixval by @antoinecollas in <a class="reference external" href="https://github.com/scikit-adaptation/skada/pull/222">PR #222</a></p></li>
<li><p>[MRG] Fix batch issue when generating features + add sample_weight in deep models by @YanisLalou in <a class="reference external" href="https://github.com/scikit-adaptation/skada/pull/220">PR #220</a></p></li>
<li><p>[MRG] Allow model selection cv to handle nd inputs by @YanisLalou in <a class="reference external" href="https://github.com/scikit-adaptation/skada/pull/225">PR #225</a></p></li>
<li><p>[MRG] In DEV, reshape features to 2D instead of input by @YanisLalou in <a class="reference external" href="https://github.com/scikit-adaptation/skada/pull/226">PR #226</a></p></li>
<li><p>[MRG] Add utilities functions to the doc by @antoinecollas in <a class="reference external" href="https://github.com/scikit-adaptation/skada/pull/227">PR #227</a></p></li>
<li><p>Add new logo! by @tgnassou in <a class="reference external" href="https://github.com/scikit-adaptation/skada/pull/223">PR #223</a></p></li>
<li><p>Fix ImportanceWeightedScorer compatibility with deep learning models by @YanisLalou in <a class="reference external" href="https://github.com/scikit-adaptation/skada/pull/232">PR #232</a></p></li>
<li><p>[MRG] fix param for Deepjdot by @tgnassou in <a class="reference external" href="https://github.com/scikit-adaptation/skada/pull/234">PR #234</a></p></li>
<li><p>[MRG] Add SourceOnly and TargetOnly models by @tgnassou in <a class="reference external" href="https://github.com/scikit-adaptation/skada/pull/233">PR #233</a></p></li>
<li><p>[MRG] Fix docstring for the regulariation parameter of DA loss by @tgnassou in <a class="reference external" href="https://github.com/scikit-adaptation/skada/pull/230">PR #230</a></p></li>
<li><p>[MRG] Fix order of feature acquisition for deep module by @tgnassou in <a class="reference external" href="https://github.com/scikit-adaptation/skada/pull/235">PR #235</a></p></li>
<li><p>[MRG] Add recentering in DeepCoral by @tgnassou in <a class="reference external" href="https://github.com/scikit-adaptation/skada/pull/242">PR #242</a></p></li>
<li><p>[MRG] Add DomainOnlySampler and DomainOnlyDataloader for SourceOnly ou TargetOnly deep methods by @tgnassou in <a class="reference external" href="https://github.com/scikit-adaptation/skada/pull/243">PR #243</a></p></li>
<li><p>[MRG] Modify sampler to take the max of the two domains by @tgnassou in <a class="reference external" href="https://github.com/scikit-adaptation/skada/pull/241">PR #241</a></p></li>
<li><p>Fix: Dev scorer wasn't working with SourceOnly and TargetOnly by @YanisLalou in <a class="reference external" href="https://github.com/scikit-adaptation/skada/pull/244">PR #244</a></p></li>
<li><p>[MRG] Fix deep coral by @antoinecollas in <a class="reference external" href="https://github.com/scikit-adaptation/skada/pull/246">PR #246</a></p></li>
<li><p>[MRG] Harmonize fixtures by @antoinecollas in <a class="reference external" href="https://github.com/scikit-adaptation/skada/pull/248">PR #248</a></p></li>
<li><p>[MRG] Bug fix when None in make_da_pipeline by @antoinecollas in <a class="reference external" href="https://github.com/scikit-adaptation/skada/pull/256">PR #256</a></p></li>
<li><p>[MRG] Handle edge case Mixvalscorer by @YanisLalou in <a class="reference external" href="https://github.com/scikit-adaptation/skada/pull/257">PR #257</a></p></li>
<li><p>[MRG] Add CAN Method by @YanisLalou in <a class="reference external" href="https://github.com/scikit-adaptation/skada/pull/251">PR #251</a></p></li>
<li><p>[MRG] Uncomment MMDTarSReweightAdapter tests by @YanisLalou in <a class="reference external" href="https://github.com/scikit-adaptation/skada/pull/260">PR #260</a></p></li>
<li><p>[MRG] Enhancements to DomainAwareNet and Scorers to handle <code class="docutils literal notranslate"><span class="pre">allow_source</span></code> arg by @YanisLalou in <a class="reference external" href="https://github.com/scikit-adaptation/skada/pull/258">PR #258</a></p></li>
<li><p>[MRG] Subsampling transformer by @rflamary in <a class="reference external" href="https://github.com/scikit-adaptation/skada/pull/259">PR #259</a></p></li>
<li><p>[MRG] Add MCC method by @tgnassou in <a class="reference external" href="https://github.com/scikit-adaptation/skada/pull/250">PR #250</a></p></li>
<li><p>[MRG] Fix callback issue in CAN by @YanisLalou in <a class="reference external" href="https://github.com/scikit-adaptation/skada/pull/265">PR #265</a></p></li>
<li><p>[MRG] fix <code class="docutils literal notranslate"><span class="pre">predict_proba</span></code> for deep method by @tgnassou in <a class="reference external" href="https://github.com/scikit-adaptation/skada/pull/247">PR #247</a></p></li>
<li><p>Batchnormfix2 by @antoinedemathelin in <a class="reference external" href="https://github.com/scikit-adaptation/skada/pull/266">PR #266</a></p></li>
<li><p>[MRG] Handle scalar sample domain by @antoinecollas in <a class="reference external" href="https://github.com/scikit-adaptation/skada/pull/267">PR #267</a></p></li>
<li><p>[MRG] Add <code class="docutils literal notranslate"><span class="pre">DomainAndLabelStratifiedSubsampleTransformer</span></code> + Fix <code class="docutils literal notranslate"><span class="pre">DomainStratifiedSubsampleTransformer</span></code> by @YanisLalou in <a class="reference external" href="https://github.com/scikit-adaptation/skada/pull/268">PR #268</a></p></li>
<li><p>[MRG] Check if sample_domain have only unique domains indexes in check_*_domain by @apmellot in <a class="reference external" href="https://github.com/scikit-adaptation/skada/pull/261">PR #261</a></p></li>
<li><p>[MRG] Add epsilon in MCC to prevent log(0) by @YanisLalou in <a class="reference external" href="https://github.com/scikit-adaptation/skada/pull/270">PR #270</a></p></li>
<li><p>[MRG] Handle edge case for DAN by @YanisLalou in <a class="reference external" href="https://github.com/scikit-adaptation/skada/pull/271">PR #271</a></p></li>
<li><p>[MRG] Handle edge cases for CAN by @YanisLalou in <a class="reference external" href="https://github.com/scikit-adaptation/skada/pull/269">PR #269</a></p></li>
<li><p>[MRG] Add MDD method by @ambroiseodt in <a class="reference external" href="https://github.com/scikit-adaptation/skada/pull/263">PR #263</a></p></li>
<li><p>[MRG] Fix dissimilarities computations of Deep CAN by @antoinecollas in <a class="reference external" href="https://github.com/scikit-adaptation/skada/pull/274">PR #274</a></p></li>
<li><p>[MRG] Remove redundant centroid computation in spherical k-means by @YanisLalou in <a class="reference external" href="https://github.com/scikit-adaptation/skada/pull/275">PR #275</a></p></li>
<li><p>[MRG] Fix mdd loss by @antoinecollas in <a class="reference external" href="https://github.com/scikit-adaptation/skada/pull/277">PR #277</a></p></li>
<li><p>[MRG] Apply label smoothing to stabilize MDD by @antoinecollas in <a class="reference external" href="https://github.com/scikit-adaptation/skada/pull/279">PR #279</a></p></li>
<li><p>[MRG] do not try to complete when X_source is empty by @antoinecollas in <a class="reference external" href="https://github.com/scikit-adaptation/skada/pull/280">PR #280</a></p></li>
<li><p>[MRG] Add SPA method by @tgnassou in <a class="reference external" href="https://github.com/scikit-adaptation/skada/pull/276">PR #276</a></p></li>
<li><p>[MRG] Add contributor guide by @tgnassou in <a class="reference external" href="https://github.com/scikit-adaptation/skada/pull/282">PR #282</a></p></li>
</ul>
<p><strong>Full Changelog</strong>: https://github.com/scikit-adaptation/skada/compare/0.3.0...0.4.0</p>
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