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159nd Entity Resolution workflows.</p> 160 </div> 161 <p style="color: #9e9e9e; float: right; font-weight: bold; padding-right: 2%;">2022-2024</p> 162 <strong>Description</strong> 163 <p> pyJedAI is a python framework, aiming to offer experts and novice users, robust and fast solutions for multiple types of Entity Resolution problems. It is builded using state-of-the-art python frameworks. pyJedAI constitutes the sole open-source Link Discovery tool that is capable of exploiting the latest breakthroughs in Deep Learning and NLP techniques, which are publicly available through the Python data science ecosystem. This applies to both blocking and matching, thus ensuring high time efficiency, high scalability as well as high effectiveness, without requiring any labelled instances from the user.</p> 164 <p> From 2022 until 2024, I was the architect and main deveper of this open-source. Currently, serving as one of the maintainers.</p> 165 <ul class="stuff"> 166 <!-- <li><a href="https://github.com/Nikoletos-K/pyJedAI">Open in GitHub<i class="icon-github2 align-center"></i></a></li> --> 167 <li><a href="https://pyjedai.readthedocs.io/">Website<i class="icon-link align-center"></i></a></li> 168 </ul> 169 </div> 170 </div> 171 </div> 172 173 174 <div class="col-md-6 col-sm-12 d-flex align-items-stretch"> 175 <div class="projects animate-box"> 176 <div class="blog-text"> 177 <div class="text-center"> 178 <img src="../images/logos/deeptech_arena-logo.png" alt="" width="250px"> 179 <br><br> 180 <p>Winners of the <a href="https://acein.aueb.gr/en/">ACEin</a> x <a href="https://kaizengaming.com/home">Kaizen Gaming Ltd.</a> Innovation Contest.</p> 181 </div> 182 <p style="color: #9e9e9e; float: right; font-weight: bold; padding-right: 2%;">2024</p> 183 <strong>Description</strong> 184 <p> Developed three approaches for recommending casino games based on their description and attributes info. To do so, pyJedAI and graph-clustering algorithms were tested in this task. Entity Resolution techniques were used in a content-based recommendation challenge, yielding quite interesting results.</p> 185 <p> Among thirty teams participated, we were selected as one of the two finalist teams that won the competition.</p> 186 <ul class="stuff"> 187 <li><a href="https://acein.aueb.gr/2023/11/06/press-release-deeptech-arena-kickoff-event/">Visit contest<i class="icon-link align-center"></i></a></li> 188 </ul> 189 </div> 190 </div> 191 </div> 192 </div> 193 194 <div class="row"> 195 <div class="col-md-6 col-sm-12 d-flex align-items-stretch"> 196 <div class="projects animate-box"> 197 <div class="blog-text"> 198 <div class="text-center"> 199 <img src="../images/logos/winner.png" alt="" width="250px"> 200 <p>A Winner-Take-All Hashing-Based Unsupervised Model for Entity Resolution Problems. [B. Sc. Thesis]</p> 201 </div> 202 <p style="color: #9e9e9e; float: right; font-weight: bold; padding-right: 2%;">2021-2022</p> 203 <strong>Description</strong> 204 <p>In this project, we proposed an end-to-end unsupervised learning model that can be used for Entity Resolution problems on string data sets. </p> 205 206 <ul class="stuff"> 207 <li><a href="https://github.com/Nikoletos-K/WinnER">Open in GitHub<i class="icon-github2 align-center"></i></a></li> 208 </ul> 209 </div> 210 </div> 211 </div> 212 213 </div> 214 </div> 215 </div> 216 217 218 219 220 <!-- ################################################################## --> 221 <!-- ############################ FOOTER ###################### --> 222 <!-- ################################################################## --> 223 <div id="fh5co-footer"> 224 <div class="container"> 225 <div class="row "> 226 <div class="col-md-12 text-center"> 227 <p> <i class="far fa-copyright"></i> <span id="currentYear"></span> Konstantinos Nikoletos. All Rights Reserved. Crawling and scraping are not allowed. <br>This website and its content are protected under applicable data protection laws, including the GDPR. </p> 228 </div>
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