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is<!DOCTYPE html>
<html>
<head>
<meta charset="utf-8">
<meta http-equiv="X-UA-Compatible" content="IE=edge">
<title>S2i</title>
<meta name="description" content="this site is for students in the master of intelligent computer systems, specifically those in usthb">
<meta name="viewport" content="width=device-width, initial-scale=1">
<style>
*{
margin:0;
padding:0;
font-family:"Courier New",Arial, Helvetica, sans-serif;
font-weight:600;
line-height: 1.4;
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color: white;
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height:50px;
font-size:30px;
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align-items: center;
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}
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padding: 10px;
font-size: 20px;
margin: 0 25px;
border: 1px solid white;
margin-top: 15px;
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#inquiry {
display: inline;
text-align: right;
padding-right: 10px;
}
@media screen and (max-width: 600px) {
#links{
grid-template-columns: auto auto;
}
}
</style>
</head>
<body>
<nav>
<a class="header" href="#courses">Courses</a>
<a class="header" href="#links">Links</a>
<a class="header" href="#emails">Emails</a>
</nav>
<section name="deadlines" id="deadlines">
<!-- should show a list of deadlines-->
</section>
<section name="courses" id="courses">
<div class="course">
<details>
<summary>
<div class="courseHead"><h3 align="center">PPC</h3></div>
</summary>
<div class="courseContent">
<ul><span>Cours:</span>
<li><a href="./PPC/Cours/intro.pdf" rel="noopener noreferrer" target="_blank">Introduction</a></li>
<li><a href="./PPC/Cours/c1.pdf" rel="noopener noreferrer" target="_blank">1 - Contraintes et problèmes de satisfaction de contraintes</a></li>
<li><a href="./PPC/Cours/c2.pdf" rel="noopener noreferrer" target="_blank">2 - CSP binaires discrets</a></li>
<li><a href="./PPC/Cours/c3.pdf" rel="noopener noreferrer" target="_blank">3 - Résolution d’un CSP binaire discret</a></li>
<li><a href="./PPC/Cours/c4.pdf" rel="noopener noreferrer" target="_blank">4 - CSP binaires continus</a></li>
<li><a href="./PPC/Cours/c5.pdf" rel="noopener noreferrer" target="_blank">5 - Programmation logique</a></li>
<li><a href="./PPC/Cours/Annexe1.pdf" rel="noopener noreferrer" target="_blank">6 - Annexe 1</a></li>
<li><a href="./PPC/Cours/Annexe2.pdf" rel="noopener noreferrer" target="_blank">7 - Annexe 2</a></li>
<li><a href="./PPC/Cours/Annexe3.pdf" rel="noopener noreferrer" target="_blank">8 - Annexe 3</a></li>
<li><a href="./PPC/Cours/Annexe4.pdf" rel="noopener noreferrer" target="_blank">9 - Annexe 4</a></li>
<li><a href="./PPC/Cours/Cours PpC20210214.pdf" rel="noopener noreferrer" target="_blank">9 - Cours PpC20210214</a></li>
</ul>
<ul><span>TD:</span>
<li><a href="./PPC/TD/TD1.pdf" rel="noopener noreferrer" target="_blank">Série 1</a></li>
<li><a href="./PPC/TD/TD2.pdf" rel="noopener noreferrer" target="_blank">Série 2</a></li>
<li><a href="./PPC/TD/TD3.pdf" rel="noopener noreferrer" target="_blank">Série 3</a></li>
<li><a href="./PPC/TD/TD4.pdf" rel="noopener noreferrer" target="_blank">Série 4</a></li>
<li><a href="./PPC/TD/TD5.pdf" rel="noopener noreferrer" target="_blank">Série 5</a></li>
<li><a href="./PPC/TD/CorrigéTD5-Exo1.pdf" rel="noopener noreferrer" target="_blank">Corrigé Série 5 Ex 1</a></li>
</ul>
<ul><span>TP:</span>
<li><a href="./PPC/TP/Prolog_TP1.pdf" rel="noopener noreferrer" target="_blank">Série 1</a></li>
<li><a href="./PPC/TP/Prolog_TP2.pdf" rel="noopener noreferrer" target="_blank">Série 2</a></li>
<li><a href="./PPC/TP/Prolog_TP3.pdf" rel="noopener noreferrer" target="_blank">Série 3</a></li>
<li><a href="./PPC/TP/Prolog_TP4.pdf" rel="noopener noreferrer" target="_blank">Série 4</a></li>
</ul>
</div>
<div class="extra">
<ul><span>BOOKS:</span>
</ul>
<ul>
<span>TESTS & EXAMS:</span>
</ul>
<ul>
<span>OTHERS:</span>
</ul>
</div>
</details>
</div>
<div class="course">
<details>
<summary>
<div class="courseHead"><h3 align="center">Vision</h3></div>
</summary>
<div class="courseContent">
<ul><span>Cours:</span>
<li><a href="./Vision/Cours/c1.pdf" rel="noopener noreferrer" target="_blank">1 - Introduction</a></li>
<li><a href="./Vision/Cours/c2.pdf" rel="noopener noreferrer" target="_blank">2 - Techniques de base de traitement de l'image</a></li>
<li><a href="./Vision/Cours/c3.pdf" rel="noopener noreferrer" target="_blank">3 - Géométrie, Calibration et Mathématique Projective</a></li>
<li><a href="./Vision/Cours/c32.pdf" rel="noopener noreferrer" target="_blank">4 - Le modèle photométrique</a></li>
<li><a href="./Vision/Cours/c4.pdf" rel="noopener noreferrer" target="_blank">5 - La texture en vision par ordinateur</a></li>
<li><a href="./Vision/Cours/c5.pdf" rel="noopener noreferrer" target="_blank">6 - Le mouvement en vision par ordinateur</a></li>
<li><a href="./Vision/Cours/c6.pdf" rel="noopener noreferrer" target="_blank">7 - La vision pour la Bio-Informatique et la Biométrie</a></li>
</ul>
<ul><span>TP:</span>
<li><a href="./Vision/TP/tps.pdf" rel="noopener noreferrer" target="_blank">tous les tps</a></li>
<li><a href="./Vision/TP/project.pdf" rel="noopener noreferrer" target="_blank">last year project</a></li>
</ul>
</div>
<div class="extra">
<ul><span>BOOKS:</span>
</ul>
<ul>
<span>TESTS & EXAMS:</span>
<li><a href="./Vision/corrigé examen_vision.pdf" rel="noopener noreferrer" target="_blank">2021-2022 exam + corr</a></li>
<li><a href="./Vision/examen_vision_ratt.pdf" rel="noopener noreferrer" target="_blank">2021-2022 ratt no corr</a></li>
</ul>
<ul>
<span>OTHERS:</span>
</ul>
</div>
</details>
</div>
<div class="course">
<details>
<summary>
<div class="courseHead"><h3 align="center">RI</h3></div>
</summary>
<div class="courseContent">
<ul><span>Cours:</span>
<li><a href="./RI/Cours/c1.pdf" rel="noopener noreferrer" target="_blank">1 - introduction</a></li>
<li><a href="./RI/Cours/c2.pdf" rel="noopener noreferrer" target="_blank">2 - Représentation et Indexation de
l’information</a></li>
<li><a href="./RI/Cours/c3.pdf" rel="noopener noreferrer" target="_blank">3 - Pondération des termes</a></li>
<li><a href="./RI/Cours/c4.pdf" rel="noopener noreferrer" target="_blank">4 - Les modèles de base de RI</a></li>
<li><a href="./RI/Cours/c42.pdf" rel="noopener noreferrer" target="_blank">4-2 - Le modèle LSI</a></li>
<li><a href="./RI/Cours/c5.pdf" rel="noopener noreferrer" target="_blank">5 - Evaluation des performances
dans les SRIs</a></li>
<li><a href="./RI/Cours/c6.pdf" rel="noopener noreferrer" target="_blank">6 - Modèle probabiliste
probabilistic model</a></li>
<li><a href="./RI/Cours/c7.pdf" rel="noopener noreferrer" target="_blank">7 - Modèle de langage en RI</a></li>
<li><a href="./RI/Cours/Corrigés des Exercices 1 et 2 du chapitre 4.pdf" rel="noopener noreferrer" target="_blank">Corrigés des Exercices 1 et 2 du chapitre 4</a></li>
</ul>
<ul><span>TP:</span>
<li><a href="./RI/TP/tp1.pdf" rel="noopener noreferrer" target="_blank">1 - Indexation</a></li>
<li><a href="./RI/TP/tp5.pdf" rel="noopener noreferrer" target="_blank">5 - Appariement partie 2</a></li>
<li><a href="./RI/TP/tp7.pdf" rel="noopener noreferrer" target="_blank">7 - Evaluation</a></li>
<li><a href="./RI/TP/Projet.pdf" rel="noopener noreferrer" target="_blank">last year project</a></li>
</ul>
</div>
</details>
</div>
<div class="course">
<details>
<summary>
<div class="courseHead"><h3 align="center">Data Mining</h3></div>
</summary>
<div class="courseContent">
<ul><span>Cours:</span>
<li><a href="./DM/Cours/c1.pdf" rel="noopener noreferrer" target="_blank">1 - introduction</a></li>
<li><a href="./DM/Cours/c2.pdf" rel="noopener noreferrer" target="_blank">2 - Data Preprocessing</a></li>
<li><a href="./DM/Cours/c3.pdf" rel="noopener noreferrer" target="_blank">3 - Mining Frequent Patterns and
Associations</a></li>
<li><a href="./DM/Cours/c4.pdf" rel="noopener noreferrer" target="_blank">4 - Classification and Prediction</a></li>
<li><a href="./DM/Cours/c5.pdf" rel="noopener noreferrer" target="_blank">5 - Cluster Analysis</a></li>
<li><a href="./DM/Résumé-DM-final.pdf" rel="noopener noreferrer" target="_blank">Résumé</a></li>
</ul>
<ul><span>TD:</span>
<li><a href="./DM/TD/TD12.pdf" rel="noopener noreferrer" target="_blank"> TD 1-2</a></li>
<li><a href="./DM/TD/TD12c.pdf" rel="noopener noreferrer" target="_blank">TD 1-2 corr</a></li>
<li><a href="./DM/TD/TD3.pdf" rel="noopener noreferrer" target="_blank">TD 3</a></li>
<li><a href="./DM/TD/TD3c.pdf" rel="noopener noreferrer" target="_blank">TD 3 corr</a></li>
<li><a href="./DM/TD/TD4.pdf" rel="noopener noreferrer" target="_blank">TD 4</a></li>
<li><a href="./DM/TD/TD4c.pdf" rel="noopener noreferrer" target="_blank">TD 4 corr</a></li>
<li><a href="./DM/TD/TD5.pdf" rel="noopener noreferrer" target="_blank">TD 5</a></li>
<li><a href="./DM/TD/TD5c.pdf" rel="noopener noreferrer" target="_blank">TD 5 corr</a></li>
</ul>
<ul><span>TP:</span>
<li><a href="./DM/TP/Exos-DataMining-Exo1.pdf" rel="noopener noreferrer" target="_blank"> Exos-DataMining-Exo1</a></li>
<li><a href="./DM/TP/Exos-DataMining-Exo2.pdf" rel="noopener noreferrer" target="_blank">Exos-DataMining-Exo2</a></li>
<li><a href="./DM/TP/Exos-DataMining-Exo3.pdf" rel="noopener noreferrer" target="_blank">Exos-DataMining-Exo3</a></li>
<li><a href="./DM/TP/Exos-DataMining-Exo6.pdf" rel="noopener noreferrer" target="_blank">Exos-DataMining-Exo4</a></li>
</ul>
</div>
<div class="extra">
<ul><span>BOOKS:</span>
<li><a href="./DM/book.pdf" rel="noopener noreferrer" target="_blank">book han</a></li>
<li><a href="./DM/bookSolutions.pdf" rel="noopener noreferrer" target="_blank">book han solutions</a></li>
</ul>
<ul>
<span>TESTS & EXAMS:</span>
<li><a href="./DM/Corrigeě-type EMD DM 22 01 2023.pdf" rel="noopener noreferrer" target="_blank">2022-2023 corr</a></li>
<li><a href="./DM/EMD" rel="noopener noreferrer" target="_blank">bunch of exams</a></li>
</ul>
<ul>
<span>OTHERS:</span>
</ul>
</div>
</details>
</div>
<div class="course">
<details>
<summary>
<div class="courseHead"><h3 align="center">RCR2</h3></div>
</summary>
<div class="courseContent">
<ul><span>Cours:</span>
<li><a href="./RCR2/Cours/cours-Probabilités.pdf" rel="noopener noreferrer" target="_blank">Cours probabilités</a></li>
<li><a href="./RCR2/Cours/COURS RC2.pdf" rel="noopener noreferrer" target="_blank">COURS RC2</a></li>
<li><a href="./RCR2/Cours/N05_Cours_Fusion_Evidence.pdf" rel="noopener noreferrer" target="_blank">N05_Cours_Fusion_Evidence</a></li>
<li><a href="./RCR2/Cours/S2ICOURSE.pdf" rel="noopener noreferrer" target="_blank">S2ICOURSE</a></li>
<li><a href="./RCR2/Cours/APPLICATION DS.pdf" rel="noopener noreferrer" target="_blank">APPLICATION DS</a></li>
<li><a href="./RCR2/cours décision.pdf" rel="noopener noreferrer" target="_blank">cours décision</a></li>
</ul>
<ul><span>TD:</span>
<li><a href="./RCR2/PROBABILITES/TD1 22-23.pdf" rel="noopener noreferrer" target="_blank"> TD1 22-23</a></li>
<li><a href="./RCR2/PROBABILITES/corrigé TD1 22-23.pdf" rel="noopener noreferrer" target="_blank"> corrigé TD1 22-23</a></li>
<li><a href="./RCR2/FONCTIONS DE CROYANCE/TD2-TP1 22-23.pdf" rel="noopener noreferrer" target="_blank"> TD2-TP1 22-23</a></li>
<li><a href="./RCR2/FONCTIONS DE CROYANCE/corrigé TD2-TP1 22-23.pdf" rel="noopener noreferrer" target="_blank"> corrigé TD2-TP1 22-23</a></li>
<li><a href="./RCR2/POSSIBILITES/TD3 22-23.pdf" rel="noopener noreferrer" target="_blank"> TD3 22-23</a></li>
<li><a href="./RCR2/POSSIBILITES/corrigé TD3 22-23.pdf" rel="noopener noreferrer" target="_blank"> corrigé TD3 22-23</a></li>
<li><a href="./RCR2/LOGIQUE FLOUE/TD4-TP2 22-23.pdf" rel="noopener noreferrer" target="_blank"> TD4-TP2 22-23</a></li>
<li><a href="./RCR2/LOGIQUE FLOUE/Corrigé TD4-TP2 22-23.pdf" rel="noopener noreferrer" target="_blank"> Corrigé TD4-TP2 22-23</a></li>
<li><a href="./RCR2/Réseaux Bayésiens/TD5-TP422-23.pdf" rel="noopener noreferrer" target="_blank"> TD5-TP422-23</a></li>
<li><a href="./RCR2/Réseaux Bayésiens/Corrigé TD5-TP4 22-23.pdf" rel="noopener noreferrer" target="_blank"> Corrigé TD5-TP4 22-23</a></li>
<li><a href="./RCR2/TD6 22-23.pdf" rel="noopener noreferrer" target="_blank"> TD6 22-23</a></li>
</ul>
<ul><span>TP:</span>
<li><a href="./RCR2/Tps/Corrigé TD5-TP4 22-23.pdf" rel="noopener noreferrer" target="_blank"> TP4 20-21</a></li>
<li><a href="./RCR2/TPs/Corrigé TD5-TP4 22-23.pdf" rel="noopener noreferrer" target="_blank"> TP5 22-23</a></li>
</ul>
</div>
<div class="extra">
<ul><span>BOOKS:</span>
</ul>
<ul>
<span>TESTS & EXAMS:</span>
<li><a href="./RCR2/Examen RCR2 - Corr (SII, 2016-17).pdf" rel="noopener noreferrer" target="_blank">Examen RCR2 - Corr (SII, 2016-17)</a></li>
<li><a href="./RCR2/Exam 22" rel="noopener noreferrer" target="_blank">2022 exam</a></li>
</ul>
<ul><span>OTHERS:</span>
</ul>
</div>
</details>
</div>
<div class="course">
<details>
<summary>
<div class="courseHead"><h3 align="center">TAL</h3></div>
</summary>
<div class="courseContent">
<ul><span>Cours:</span>
<li><a href="https://web.stanford.edu/class/cs224n/" rel="noopener noreferrer" target="_blank">Natural Language Processing with Deep Learning - Cours (Online course)</a></li>
<li><a href="./TAL/Cours/Introduction_to_NLP.pdf" rel="noopener noreferrer" target="_blank">Introduction to TAL</a></li>
<li><a href="https://www.youtube.com/playlist?list=PLaZQkZp6WhWyvdiP49JG-rjyTPck_hvEu" rel="noopener noreferrer" target="_blank">CS124 - Full Course (Youtube)</a></li>
</ul>
<ul><span>TD:</span>
</ul>
<ul><span>TP:</span>
</ul>
</div>
<div class="extra">
<ul><span>BOOKS:</span>
<li><a href="./TAL/ed3book_jan72023.pdf" rel="noopener noreferrer" target="_blank">Speech and Language Processing (3rd ed. draft)</a></li>
</ul>
<ul>
<span>TESTS & EXAMS:</span>
</ul>
<ul><span>OTHERS:</span>
</ul>
</div>
</details>
</div>
<div class="course">
<details>
<summary>
<div class="courseHead"><h3 align="center">English</h3></div>
</summary>
<div class="extra">
<ul>
<span>TESTS & EXAMS:</span>
<li><a href="./English/master 2 exam 23 KEYS.pdf" rel="noopener noreferrer" target="_blank">master 2 exam 23 KEYS</a></li>
</ul>
</div>
</details>
</div>
</section>
<section name="links" id="link">
<h3>Links:</h3>
<ul id="links">
<li><a href="https://drive.google.com/drive/folders/1G7et7eejrx9mB7VY37QsftQ-fxmXCiFx" rel="noopener noreferrer" target="_blank">drive 2021/2023</a></li>
<li><a href="https://drive.google.com/drive/folders/1eCTrKp-MYXwBNffupoyqYS9XmZwNaSvP" rel="noopener noreferrer" target="_blank">drive 2020/2022</a></li>
<li><a href="https://drive.google.com/drive/folders/10XVwhmwC_3itu5fbj7e3Si7-assxhmZS" rel="noopener noreferrer" target="_blank">REVISION M2 SII 2020/2021</a></li>
<li><a href="https://drive.google.com/drive/folders/1a9PIUQEGJ7x5nihEwdSrWSi9j0eWud3V" rel="noopener noreferrer" target="_blank">M2-SII-S3 (2019-20)</a></li>
<li><a href="https://www.eroaya.com/vision/" rel="noopener noreferrer" target="_blank">Vision Prof's website</a></li>
<li><a href="https://perso.usthb.dz/~aisli/TA_PpC.htm" rel="noopener noreferrer" target="_blank">PPC Prof's website</a></li>
<li><a href="https://drive.google.com/drive/folders/1s_FnJ24DeJP9LcP1zKgPLmOYTBHL1I-O" rel="noopener noreferrer" target="_blank">RCR Prof's drive</a></li>
<li><a href="https://drive.google.com/drive/folders/1pf3vkn7_E12kh9mQobv1JKJdp7Yb3RyJ" rel="noopener noreferrer" target="_blank">Records M2</a></li>
</ul>
</section>
<section name="emails" id="emails">
<h3>Emails:</h3>
<p>
Changes Over time
</p>
</section>
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