http://www.lptms.universite-paris-saclay.fr//wiki-cours/index.php?action=history&feed=atom&title=Programmation_et_donn%C3%A9es_num%C3%A9riques_M1_Physique_Appliqu%C3%A9e 2026-10-19T12:56:59Z Revision history for this page on the wiki MediaWiki 1.43.6 http://www.lptms.universite-paris-saclay.fr//wiki-cours/index.php?title=Programmation_et_donn%C3%A9es_num%C3%A9riques_M1_Physique_Appliqu%C3%A9e&diff=2109&oldid=prev 2026-09-17T11:45:46Z

<p><span class="autocomment">Langages de programmation, algorithmes et numérisation de l&#039;information (14h)</span></p> <table style="background-color: #fff; color: #202122;" data-mw="interface"> <col class="diff-marker" /> <col class="diff-content" /> <col class="diff-marker" /> <col class="diff-content" /> <tr class="diff-title" lang="en"> <td colspan="2" style="background-color: #fff; color: #202122; text-align: center;">← Older revision</td> <td colspan="2" style="background-color: #fff; color: #202122; text-align: center;">Revision as of 11:45, 17 September 2026</td> </tr><tr><td colspan="2" class="diff-lineno" id="mw-diff-left-l110">Line 110:</td> <td colspan="2" class="diff-lineno">Line 110:</td></tr> <tr><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>* stockage de l&#039;information (fichiers), compression, encryptage</div></td><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>* stockage de l&#039;information (fichiers), compression, encryptage</div></td></tr> <tr><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>* apprentissage du langage Python en Travaux dirigés (10h):  </div></td><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>* apprentissage du langage Python en Travaux dirigés (10h):  </div></td></tr> <tr><td class="diff-marker" data-marker="−"></td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;"><div>** [https://owncloud.ias.u-psud.fr/index.php/s/q8ZG7mXZgj5sz3w TDs 1 à 5] &lt;!-- - [http://lptms.u-psud.fr/membres/groux/enseignements/M1/Corrige2016.html Corrigé] <del style="font-weight: bold; text-decoration: none;">--&gt; </del>- [http://lptms.u-psud.fr/membres/groux/enseignements/M1/CorrigeProbleme2016.html Corrigé des problèmes] <del style="font-weight: bold; text-decoration: none;"> </del>[https://owncloud.ias.u-psud.fr/index.php/s/4Qs4yPVZX2Tjuzl TD facultatif sur la programmation orientée objet]</div></td><td class="diff-marker" data-marker="+"></td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;"><div>** [https://owncloud.ias.u-psud.fr/index.php/s/q8ZG7mXZgj5sz3w TDs 1 à 5] &lt;!-- - [http://lptms.u-psud.fr/membres/groux/enseignements/M1/Corrige2016.html Corrigé] <ins style="font-weight: bold; text-decoration: none;"> </ins>- [http://lptms.u-psud.fr/membres/groux/enseignements/M1/CorrigeProbleme2016.html Corrigé des problèmes] <ins style="font-weight: bold; text-decoration: none;">--&gt; </ins>[https://owncloud.ias.u-psud.fr/index.php/s/4Qs4yPVZX2Tjuzl TD facultatif sur la programmation orientée objet]</div></td></tr> <tr><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><br></td><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><br></td></tr> <tr><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>&lt;!-- ** [http://lptms.u-psud.fr/membres/groux/enseignements/M1/TD2016.pdf Lien alternatif TD1-7 (version 2016)] --&gt;</div></td><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>&lt;!-- ** [http://lptms.u-psud.fr/membres/groux/enseignements/M1/TD2016.pdf Lien alternatif TD1-7 (version 2016)] --&gt;</div></td></tr> </table>

Jmarques http://www.lptms.universite-paris-saclay.fr//wiki-cours/index.php?title=Programmation_et_donn%C3%A9es_num%C3%A9riques_M1_Physique_Appliqu%C3%A9e&diff=2106&oldid=prev 2026-09-08T15:33:13Z

<p><span class="autocomment">Modalités de contrôle</span></p> <table style="background-color: #fff; color: #202122;" data-mw="interface"> <col class="diff-marker" /> <col class="diff-content" /> <col class="diff-marker" /> <col class="diff-content" /> <tr class="diff-title" lang="en"> <td colspan="2" style="background-color: #fff; color: #202122; text-align: center;">← Older revision</td> <td colspan="2" style="background-color: #fff; color: #202122; text-align: center;">Revision as of 15:33, 8 September 2026</td> </tr><tr><td colspan="2" class="diff-lineno" id="mw-diff-left-l10">Line 10:</td> <td colspan="2" class="diff-lineno">Line 10:</td></tr> <tr><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>** &lt;math&gt;\text{note} = 0.5\times\text{Contrôle continu} + 0.5\times\text{Examen}&lt;/math&gt;</div></td><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>** &lt;math&gt;\text{note} = 0.5\times\text{Contrôle continu} + 0.5\times\text{Examen}&lt;/math&gt;</div></td></tr> <tr><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>** &lt;math&gt;\text{note Contrôle continu} = (\text{validation France-IOI} + \text{CC1} + \text{CC2})/3 &lt;/math&gt;</div></td><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>** &lt;math&gt;\text{note Contrôle continu} = (\text{validation France-IOI} + \text{CC1} + \text{CC2})/3 &lt;/math&gt;</div></td></tr> <tr><td class="diff-marker" data-marker="−"></td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;"><div>* '''contrôles continus''' : sur machine à la fin des séances de TD (durée 1h), '''CC1 le <del style="font-weight: bold; text-decoration: none;">09</del>/10/<del style="font-weight: bold; text-decoration: none;">2025</del>''' et '''CC2 le <del style="font-weight: bold; text-decoration: none;">20</del>/11/<del style="font-weight: bold; text-decoration: none;">2024</del>'''.  </div></td><td class="diff-marker" data-marker="+"></td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;"><div>* '''contrôles continus''' : sur machine à la fin des séances de TD (durée 1h), '''CC1 le <ins style="font-weight: bold; text-decoration: none;">08</ins>/10/<ins style="font-weight: bold; text-decoration: none;">2026</ins>''' et '''CC2 le <ins style="font-weight: bold; text-decoration: none;">12</ins>/11/<ins style="font-weight: bold; text-decoration: none;">2026</ins>'''.  </div></td></tr> <tr><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>* [[informations sur la validation France-IOI]]</div></td><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>* [[informations sur la validation France-IOI]]</div></td></tr> <tr><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><br></td><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><br></td></tr> </table>

Jmarques http://www.lptms.universite-paris-saclay.fr//wiki-cours/index.php?title=Programmation_et_donn%C3%A9es_num%C3%A9riques_M1_Physique_Appliqu%C3%A9e&diff=2105&oldid=prev 2026-09-08T15:32:31Z

<p><span class="autocomment">Langages de programmation, algorithmes et numérisation de l&#039;information (4h)</span></p> <table style="background-color: #fff; color: #202122;" data-mw="interface"> <col class="diff-marker" /> <col class="diff-content" /> <col class="diff-marker" /> <col class="diff-content" /> <tr class="diff-title" lang="en"> <td colspan="2" style="background-color: #fff; color: #202122; text-align: center;">← Older revision</td> <td colspan="2" style="background-color: #fff; color: #202122; text-align: center;">Revision as of 15:32, 8 September 2026</td> </tr><tr><td colspan="2" class="diff-lineno" id="mw-diff-left-l100">Line 100:</td> <td colspan="2" class="diff-lineno">Line 100:</td></tr> <tr><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>== Contenu approximatif du cours ==</div></td><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>== Contenu approximatif du cours ==</div></td></tr> <tr><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><br></td><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><br></td></tr> <tr><td class="diff-marker" data-marker="−"></td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;"><div>=== Langages de programmation, algorithmes et numérisation de l'information (<del style="font-weight: bold; text-decoration: none;">4h</del>) ===</div></td><td class="diff-marker" data-marker="+"></td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;"><div>=== Langages de programmation, algorithmes et numérisation de l'information (<ins style="font-weight: bold; text-decoration: none;">14h</ins>) ===</div></td></tr> <tr><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><br></td><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><br></td></tr> <tr><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>[[File:Grenouille.jpg|thumb|L&#039;image pour le TD sur les images]]</div></td><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>[[File:Grenouille.jpg|thumb|L&#039;image pour le TD sur les images]]</div></td></tr> </table>

Jmarques http://www.lptms.universite-paris-saclay.fr//wiki-cours/index.php?title=Programmation_et_donn%C3%A9es_num%C3%A9riques_M1_Physique_Appliqu%C3%A9e&diff=2104&oldid=prev 2026-09-08T15:32:06Z

<p><span class="autocomment">Modalités de l&#039;examen</span></p> <table style="background-color: #fff; color: #202122;" data-mw="interface"> <col class="diff-marker" /> <col class="diff-content" /> <col class="diff-marker" /> <col class="diff-content" /> <tr class="diff-title" lang="en"> <td colspan="2" style="background-color: #fff; color: #202122; text-align: center;">← Older revision</td> <td colspan="2" style="background-color: #fff; color: #202122; text-align: center;">Revision as of 15:32, 8 September 2026</td> </tr><tr><td colspan="2" class="diff-lineno" id="mw-diff-left-l176">Line 176:</td> <td colspan="2" class="diff-lineno">Line 176:</td></tr> <tr><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>=== Modalités de l&#039;examen ===</div></td><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>=== Modalités de l&#039;examen ===</div></td></tr> <tr><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><br></td><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><br></td></tr> <tr><td class="diff-marker" data-marker="−"></td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;"><div>* date : ''Début <del style="font-weight: bold; text-decoration: none;">21 </del>janvier <del style="font-weight: bold; text-decoration: none;">2025 </del>à 8h30'', sur machine sur session examen avec des questions de cours à rendre sur copie et des scripts à compléter. Documents non-autorisés.</div></td><td class="diff-marker" data-marker="+"></td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;"><div>* date : ''Début <ins style="font-weight: bold; text-decoration: none;">20 </ins>janvier <ins style="font-weight: bold; text-decoration: none;">2027 </ins>à 8h30'', sur machine sur session examen avec des questions de cours à rendre sur copie et des scripts à compléter. Documents non-autorisés.</div></td></tr> <tr><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><br></td><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><br></td></tr> <tr><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>* durée : 3h</div></td><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>* durée : 3h</div></td></tr> <tr><td class="diff-marker" data-marker="−"></td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;"><div>* programme : les <del style="font-weight: bold; text-decoration: none;">3 </del>derniers cours et TDs</div></td><td class="diff-marker" data-marker="+"></td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;"><div>* programme : les <ins style="font-weight: bold; text-decoration: none;">5 </ins>derniers cours et TDs</div></td></tr> <tr><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>* examen sur machine sur une session &quot;examen&quot; sous Linux</div></td><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>* examen sur machine sur une session &quot;examen&quot; sous Linux</div></td></tr> <tr><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>* pas d&#039;accès internet, pas d&#039;accès aux comptes personnels, pas de clé usb ni calculatrice autorisées</div></td><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>* pas d&#039;accès internet, pas d&#039;accès aux comptes personnels, pas de clé usb ni calculatrice autorisées</div></td></tr> </table>

Jmarques http://www.lptms.universite-paris-saclay.fr//wiki-cours/index.php?title=Programmation_et_donn%C3%A9es_num%C3%A9riques_M1_Physique_Appliqu%C3%A9e&diff=2103&oldid=prev 2026-09-08T15:31:38Z

<p><span class="autocomment">Incertitudes, ajustement des données et modélisation (6h)</span></p> <table style="background-color: #fff; color: #202122;" data-mw="interface"> <col class="diff-marker" /> <col class="diff-content" /> <col class="diff-marker" /> <col class="diff-content" /> <tr class="diff-title" lang="en"> <td colspan="2" style="background-color: #fff; color: #202122; text-align: center;">← Older revision</td> <td colspan="2" style="background-color: #fff; color: #202122; text-align: center;">Revision as of 15:31, 8 September 2026</td> </tr><tr><td colspan="2" class="diff-lineno" id="mw-diff-left-l153">Line 153:</td> <td colspan="2" class="diff-lineno">Line 153:</td></tr> <tr><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>--&gt;</div></td><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>--&gt;</div></td></tr> <tr><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><br></td><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><br></td></tr> <tr><td class="diff-marker" data-marker="−"></td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;"><div>=== Incertitudes, ajustement des données et modélisation (<del style="font-weight: bold; text-decoration: none;">6h</del>) ===</div></td><td class="diff-marker" data-marker="+"></td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;"><div>=== Incertitudes, ajustement des données et modélisation (<ins style="font-weight: bold; text-decoration: none;">10h</ins>) ===</div></td></tr> <tr><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>* incertitudes expérimentales, barre d&#039;erreur statistique, corrélations</div></td><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>* incertitudes expérimentales, barre d&#039;erreur statistique, corrélations</div></td></tr> <tr><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>* ajustement des données, régression linéaire</div></td><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>* ajustement des données, régression linéaire</div></td></tr> <tr><td colspan="2" class="diff-lineno" id="mw-diff-left-l166">Line 166:</td> <td colspan="2" class="diff-lineno">Line 166:</td></tr> <tr><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><br></td><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><br></td></tr> <tr><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><br></td><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><br></td></tr> <tr><td class="diff-marker" data-marker="−"></td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;"><div> </div></td><td class="diff-marker" data-marker="+"></td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;"><div><ins style="font-weight: bold; text-decoration: none;">&lt;!--</ins></div></td></tr> <tr><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>** quelques fichiers pour la correction : [http://lptms.u-psud.fr/membres/groux/enseignements/M1/Statistique.py Statistique.py] - [http://lptms.u-psud.fr/membres/groux/enseignements/M1/BarreErreur.py BarreErreur.py] - [http://lptms.u-psud.fr/membres/groux/enseignements/M1/Propagation.py Propagation.py] - [http://lptms.u-psud.fr/membres/groux/enseignements/M1/Correlations.py Correlations.py] - [http://lptms.u-psud.fr/membres/groux/enseignements/M1/FitLineaire.py FitLinaire.py] - [http://lptms.u-psud.fr/membres/groux/enseignements/M1/FitExponentiel.py FitExponentiel.py] - [http://lptms.u-psud.fr/membres/groux/enseignements/M1/JohnsonExp.py JohnsonExp.py] - [http://lptms.u-psud.fr/membres/groux/enseignements/M1/PolyFit.py PolyFit.py] - [http://lptms.u-psud.fr/membres/groux/enseignements/M1/IsingAnalytic.py IsingAnalytic.py] - [http://lptms.u-psud.fr/membres/groux/enseignements/M1/FitExpoNonLin.py FitExpoNonLin.py] - [http://lptms.u-psud.fr/membres/groux/enseignements/M1/RaiesGaussiennes.py RaiesGaussiennes.py]</div></td><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>** quelques fichiers pour la correction : [http://lptms.u-psud.fr/membres/groux/enseignements/M1/Statistique.py Statistique.py] - [http://lptms.u-psud.fr/membres/groux/enseignements/M1/BarreErreur.py BarreErreur.py] - [http://lptms.u-psud.fr/membres/groux/enseignements/M1/Propagation.py Propagation.py] - [http://lptms.u-psud.fr/membres/groux/enseignements/M1/Correlations.py Correlations.py] - [http://lptms.u-psud.fr/membres/groux/enseignements/M1/FitLineaire.py FitLinaire.py] - [http://lptms.u-psud.fr/membres/groux/enseignements/M1/FitExponentiel.py FitExponentiel.py] - [http://lptms.u-psud.fr/membres/groux/enseignements/M1/JohnsonExp.py JohnsonExp.py] - [http://lptms.u-psud.fr/membres/groux/enseignements/M1/PolyFit.py PolyFit.py] - [http://lptms.u-psud.fr/membres/groux/enseignements/M1/IsingAnalytic.py IsingAnalytic.py] - [http://lptms.u-psud.fr/membres/groux/enseignements/M1/FitExpoNonLin.py FitExpoNonLin.py] - [http://lptms.u-psud.fr/membres/groux/enseignements/M1/RaiesGaussiennes.py RaiesGaussiennes.py]</div></td></tr> <tr><td class="diff-marker" data-marker="−"></td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;"><div> </div></td><td class="diff-marker" data-marker="+"></td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;"><div><ins style="font-weight: bold; text-decoration: none;">--&gt;</ins></div></td></tr> <tr><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><br></td><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><br></td></tr> <tr><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>&lt;!--</div></td><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>&lt;!--</div></td></tr> </table>

Jmarques http://www.lptms.universite-paris-saclay.fr//wiki-cours/index.php?title=Programmation_et_donn%C3%A9es_num%C3%A9riques_M1_Physique_Appliqu%C3%A9e&diff=2102&oldid=prev 2026-09-08T15:31:05Z

<p><span class="autocomment">Langages de programmation, algorithmes et numérisation de l&#039;information (4h)</span></p> <table style="background-color: #fff; color: #202122;" data-mw="interface"> <col class="diff-marker" /> <col class="diff-content" /> <col class="diff-marker" /> <col class="diff-content" /> <tr class="diff-title" lang="en"> <td colspan="2" style="background-color: #fff; color: #202122; text-align: center;">← Older revision</td> <td colspan="2" style="background-color: #fff; color: #202122; text-align: center;">Revision as of 15:31, 8 September 2026</td> </tr><tr><td colspan="2" class="diff-lineno" id="mw-diff-left-l109">Line 109:</td> <td colspan="2" class="diff-lineno">Line 109:</td></tr> <tr><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>* représentation numérique des signaux: entiers, réels, images, couleurs, caractères ASCII</div></td><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>* représentation numérique des signaux: entiers, réels, images, couleurs, caractères ASCII</div></td></tr> <tr><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>* stockage de l&#039;information (fichiers), compression, encryptage</div></td><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>* stockage de l&#039;information (fichiers), compression, encryptage</div></td></tr> <tr><td class="diff-marker" data-marker="−"></td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;"><div>* apprentissage du langage Python en Travaux dirigés (<del style="font-weight: bold; text-decoration: none;">20h</del>):  </div></td><td class="diff-marker" data-marker="+"></td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;"><div>* apprentissage du langage Python en Travaux dirigés (<ins style="font-weight: bold; text-decoration: none;">10h</ins>):  </div></td></tr> <tr><td class="diff-marker" data-marker="−"></td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;"><div>** [https://owncloud.ias.u-psud.fr/index.php/s/q8ZG7mXZgj5sz3w TDs 1 à <del style="font-weight: bold; text-decoration: none;">7</del>] - [http://lptms.u-psud.fr/membres/groux/enseignements/M1/Corrige2016.html Corrigé] <del style="font-weight: bold; text-decoration: none;"> </del>- [http://lptms.u-psud.fr/membres/groux/enseignements/M1/CorrigeProbleme2016.html Corrigé des problèmes]  [https://owncloud.ias.u-psud.fr/index.php/s/4Qs4yPVZX2Tjuzl TD facultatif sur la programmation orientée objet]</div></td><td class="diff-marker" data-marker="+"></td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;"><div>** [https://owncloud.ias.u-psud.fr/index.php/s/q8ZG7mXZgj5sz3w TDs 1 à <ins style="font-weight: bold; text-decoration: none;">5</ins>] <ins style="font-weight: bold; text-decoration: none;">&lt;!-- </ins>- [http://lptms.u-psud.fr/membres/groux/enseignements/M1/Corrige2016.html Corrigé] <ins style="font-weight: bold; text-decoration: none;">--&gt; </ins>- [http://lptms.u-psud.fr/membres/groux/enseignements/M1/CorrigeProbleme2016.html Corrigé des problèmes]  [https://owncloud.ias.u-psud.fr/index.php/s/4Qs4yPVZX2Tjuzl TD facultatif sur la programmation orientée objet]</div></td></tr> <tr><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><br></td><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><br></td></tr> <tr><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>&lt;!-- ** [http://lptms.u-psud.fr/membres/groux/enseignements/M1/TD2016.pdf Lien alternatif TD1-7 (version 2016)] --&gt;</div></td><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>&lt;!-- ** [http://lptms.u-psud.fr/membres/groux/enseignements/M1/TD2016.pdf Lien alternatif TD1-7 (version 2016)] --&gt;</div></td></tr> <tr><td class="diff-marker" data-marker="−"></td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;"><div>** [https://owncloud.ias.u-psud.fr/index.php/s/jp8Lm1SUhz5KC3r TDs 7 <del style="font-weight: bold; text-decoration: none;">à 10</del>] <del style="font-weight: bold; text-decoration: none;">  </del>-  [http://lptms.u-psud.fr/membres/groux/enseignements/M1/CorrigeTD2_2016.html Corrigé] - [http://lptms.u-psud.fr/membres/groux/enseignements/M1/TDinterface.html TD facultatif sur les interfaces graphiques]</div></td><td class="diff-marker" data-marker="+"></td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;"><div>** [https://owncloud.ias.u-psud.fr/index.php/s/jp8Lm1SUhz5KC3r TDs <ins style="font-weight: bold; text-decoration: none;">6 et </ins>7] <ins style="font-weight: bold; text-decoration: none;"> &lt;!-- </ins>-  [http://lptms.u-psud.fr/membres/groux/enseignements/M1/CorrigeTD2_2016.html Corrigé] <ins style="font-weight: bold; text-decoration: none;"> --&gt; </ins>- [http://lptms.u-psud.fr/membres/groux/enseignements/M1/TDinterface.html TD facultatif sur les interfaces graphiques]</div></td></tr> <tr><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><br></td><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><br></td></tr> <tr><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><br></td><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><br></td></tr> </table>

Jmarques http://www.lptms.universite-paris-saclay.fr//wiki-cours/index.php?title=Programmation_et_donn%C3%A9es_num%C3%A9riques_M1_Physique_Appliqu%C3%A9e&diff=2101&oldid=prev 2026-09-08T15:27:40Z

<p><span class="autocomment">Équipe pédagogique</span></p> <table style="background-color: #fff; color: #202122;" data-mw="interface"> <col class="diff-marker" /> <col class="diff-content" /> <col class="diff-marker" /> <col class="diff-content" /> <tr class="diff-title" lang="en"> <td colspan="2" style="background-color: #fff; color: #202122; text-align: center;">← Older revision</td> <td colspan="2" style="background-color: #fff; color: #202122; text-align: center;">Revision as of 15:27, 8 September 2026</td> </tr><tr><td colspan="2" class="diff-lineno" id="mw-diff-left-l3">Line 3:</td> <td colspan="2" class="diff-lineno">Line 3:</td></tr> <tr><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><br></td><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><br></td></tr> <tr><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>* Cours : João Marques</div></td><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>* Cours : João Marques</div></td></tr> <tr><td class="diff-marker" data-marker="−"></td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;"><div>* TDs : <del style="font-weight: bold; text-decoration: none;">François Orieux</del>, Adrien Gady et João Marques</div></td><td class="diff-marker" data-marker="+"></td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;"><div>* TDs : <ins style="font-weight: bold; text-decoration: none;">Georges El Kalache</ins>, Adrien Gady et João Marques</div></td></tr> <tr><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><br></td><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><br></td></tr> <tr><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>== Modalités de contrôle ==</div></td><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>== Modalités de contrôle ==</div></td></tr> </table>

Jmarques http://www.lptms.universite-paris-saclay.fr//wiki-cours/index.php?title=Programmation_et_donn%C3%A9es_num%C3%A9riques_M1_Physique_Appliqu%C3%A9e&diff=2076&oldid=prev 2026-01-16T14:33:24Z

<p><span class="autocomment">Incertitudes, ajustement des données et modélisation (6h)</span></p> <table style="background-color: #fff; color: #202122;" data-mw="interface"> <col class="diff-marker" /> <col class="diff-content" /> <col class="diff-marker" /> <col class="diff-content" /> <tr class="diff-title" lang="en"> <td colspan="2" style="background-color: #fff; color: #202122; text-align: center;">← Older revision</td> <td colspan="2" style="background-color: #fff; color: #202122; text-align: center;">Revision as of 14:33, 16 January 2026</td> </tr><tr><td colspan="2" class="diff-lineno" id="mw-diff-left-l157">Line 157:</td> <td colspan="2" class="diff-lineno">Line 157:</td></tr> <tr><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>* ajustement des données, régression linéaire</div></td><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>* ajustement des données, régression linéaire</div></td></tr> <tr><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>* optimisation, fits non-linéaire</div></td><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>* optimisation, fits non-linéaire</div></td></tr> <tr><td class="diff-marker" data-marker="−"></td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;"><div>* notes de cours : [https://owncloud.ias.u-psud.fr/index.php/s/biNr7cfbwejNnxc<del style="font-weight: bold; text-decoration: none;">] </del>Cours 3 - 5]  </div></td><td class="diff-marker" data-marker="+"></td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;"><div>* notes de cours : [https://owncloud.ias.u-psud.fr/index.php/s/biNr7cfbwejNnxc Cours 3 - 5]  </div></td></tr> <tr><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>* Exemple de test Monte-Carlo : [https://owncloud.ias.u-psud.fr/index.php/s/xpJWbrCfCqLy6om Notebook]</div></td><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>* Exemple de test Monte-Carlo : [https://owncloud.ias.u-psud.fr/index.php/s/xpJWbrCfCqLy6om Notebook]</div></td></tr> <tr><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><br></td><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><br></td></tr> </table>

Jmarques http://www.lptms.universite-paris-saclay.fr//wiki-cours/index.php?title=Programmation_et_donn%C3%A9es_num%C3%A9riques_M1_Physique_Appliqu%C3%A9e&diff=2075&oldid=prev 2026-01-16T14:33:14Z

<p><span class="autocomment">Incertitudes, ajustement des données et modélisation (6h)</span></p> <table style="background-color: #fff; color: #202122;" data-mw="interface"> <col class="diff-marker" /> <col class="diff-content" /> <col class="diff-marker" /> <col class="diff-content" /> <tr class="diff-title" lang="en"> <td colspan="2" style="background-color: #fff; color: #202122; text-align: center;">← Older revision</td> <td colspan="2" style="background-color: #fff; color: #202122; text-align: center;">Revision as of 14:33, 16 January 2026</td> </tr><tr><td colspan="2" class="diff-lineno" id="mw-diff-left-l157">Line 157:</td> <td colspan="2" class="diff-lineno">Line 157:</td></tr> <tr><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>* ajustement des données, régression linéaire</div></td><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>* ajustement des données, régression linéaire</div></td></tr> <tr><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>* optimisation, fits non-linéaire</div></td><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>* optimisation, fits non-linéaire</div></td></tr> <tr><td class="diff-marker" data-marker="−"></td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;"><div>* notes de cours : [https://owncloud.ias.u-psud.fr/index.php/s/<del style="font-weight: bold; text-decoration: none;">biNr7cfbwejNnxcJ </del>Cours 3 - 5]  </div></td><td class="diff-marker" data-marker="+"></td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;"><div>* notes de cours : [https://owncloud.ias.u-psud.fr/index.php/s/<ins style="font-weight: bold; text-decoration: none;">biNr7cfbwejNnxc] </ins>Cours 3 - 5]  </div></td></tr> <tr><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>* Exemple de test Monte-Carlo : [https://owncloud.ias.u-psud.fr/index.php/s/xpJWbrCfCqLy6om Notebook]</div></td><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>* Exemple de test Monte-Carlo : [https://owncloud.ias.u-psud.fr/index.php/s/xpJWbrCfCqLy6om Notebook]</div></td></tr> <tr><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><br></td><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><br></td></tr> </table>

Jmarques http://www.lptms.universite-paris-saclay.fr//wiki-cours/index.php?title=Programmation_et_donn%C3%A9es_num%C3%A9riques_M1_Physique_Appliqu%C3%A9e&diff=2074&oldid=prev 2026-01-16T14:32:48Z

<p><span class="autocomment">Incertitudes, ajustement des données et modélisation (6h)</span></p> <table style="background-color: #fff; color: #202122;" data-mw="interface"> <col class="diff-marker" /> <col class="diff-content" /> <col class="diff-marker" /> <col class="diff-content" /> <tr class="diff-title" lang="en"> <td colspan="2" style="background-color: #fff; color: #202122; text-align: center;">← Older revision</td> <td colspan="2" style="background-color: #fff; color: #202122; text-align: center;">Revision as of 14:32, 16 January 2026</td> </tr><tr><td colspan="2" class="diff-lineno" id="mw-diff-left-l157">Line 157:</td> <td colspan="2" class="diff-lineno">Line 157:</td></tr> <tr><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>* ajustement des données, régression linéaire</div></td><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>* ajustement des données, régression linéaire</div></td></tr> <tr><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>* optimisation, fits non-linéaire</div></td><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>* optimisation, fits non-linéaire</div></td></tr> <tr><td class="diff-marker" data-marker="−"></td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;"><div>* notes de cours : [https://owncloud.ias.u-psud.fr/index.php/s/<del style="font-weight: bold; text-decoration: none;">tE6kRzYtSfzEasJ </del>Cours 3 - 5]  </div></td><td class="diff-marker" data-marker="+"></td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;"><div>* notes de cours : [https://owncloud.ias.u-psud.fr/index.php/s/<ins style="font-weight: bold; text-decoration: none;">biNr7cfbwejNnxcJ </ins>Cours 3 - 5]  </div></td></tr> <tr><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>* Exemple de test Monte-Carlo : [https://owncloud.ias.u-psud.fr/index.php/s/xpJWbrCfCqLy6om Notebook]</div></td><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>* Exemple de test Monte-Carlo : [https://owncloud.ias.u-psud.fr/index.php/s/xpJWbrCfCqLy6om Notebook]</div></td></tr> <tr><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><br></td><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><br></td></tr> </table>

Jmarques