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 2026-08-07T08:53:19Z 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=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 16:33, 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 16:33, 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 16:32, 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 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=2073&oldid=prev 2026-01-16T14:31:10Z

<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 16:31, 16 January 2026</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><del style="font-weight: bold; text-decoration: none;">&lt;!--</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> </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><del style="font-weight: bold; text-decoration: none;">--&gt;</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> </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=2072&oldid=prev 2026-01-12T12:59:37Z

<p><span class="autocomment">Annales</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 14:59, 12 January 2026</td> </tr><tr><td colspan="2" class="diff-lineno" id="mw-diff-left-l188">Line 188:</td> <td colspan="2" class="diff-lineno">Line 188:</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>=== Annales ===</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>=== Annales ===</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>* [https://owncloud.ias.u-psud.fr/index.php/<del style="font-weight: bold; text-decoration: none;">apps</del>/<del style="font-weight: bold; text-decoration: none;">files/files/5503125?dir=/enseignement/CoursNumeriqueM1/2021_2022/examen&amp;opendetails=true </del>Sujet examen 2021-2022]</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/<ins style="font-weight: bold; text-decoration: none;">s</ins>/<ins style="font-weight: bold; text-decoration: none;">6wzt2DCg4wCyaKJ </ins>Sujet examen 2021-2022]</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=2071&oldid=prev 2026-01-12T12:58:48Z

<p><span class="autocomment">Annales</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 14:58, 12 January 2026</td> </tr><tr><td colspan="2" class="diff-lineno" id="mw-diff-left-l188">Line 188:</td> <td colspan="2" class="diff-lineno">Line 188:</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>=== Annales ===</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>=== Annales ===</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>* [https://owncloud.ias.u-psud.fr/index.php/<del style="font-weight: bold; text-decoration: none;">s</del>/<del style="font-weight: bold; text-decoration: none;">y6Xcyk7ei3aSxQB </del>Sujet examen <del style="font-weight: bold; text-decoration: none;">2018</del>-<del style="font-weight: bold; text-decoration: none;">2019</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>* [https://owncloud.ias.u-psud.fr/index.php/<ins style="font-weight: bold; text-decoration: none;">apps</ins>/<ins style="font-weight: bold; text-decoration: none;">files/files/5503125?dir=/enseignement/CoursNumeriqueM1/2021_2022/examen&amp;opendetails=true </ins>Sujet examen <ins style="font-weight: bold; text-decoration: none;">2021</ins>-<ins style="font-weight: bold; text-decoration: none;">2022</ins>]</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=2049&oldid=prev 2025-11-27T14:18:50Z

<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 16:18, 27 November 2025</td> </tr><tr><td colspan="2" class="diff-lineno" id="mw-diff-left-l162">Line 162:</td> <td colspan="2" class="diff-lineno">Line 162:</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>* Travaux dirigés (6h)</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>* Travaux dirigés (6h)</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/<del style="font-weight: bold; text-decoration: none;">Ahsp0l7egsVYsuT </del>TD incertitudes, barres d'erreur] - [[Quadruplet d'Anscombe]]</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/<ins style="font-weight: bold; text-decoration: none;">QbRp5CaM2Zjp4F3 </ins>TD incertitudes, barres d'erreur] - [[Quadruplet d'Anscombe]]</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>** [https://owncloud.ias.u-psud.fr/index.php/s/2w7Yw5eZyIP0jyH TD régression linéaire, interpolation, fits non-linéaires]</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>** [https://owncloud.ias.u-psud.fr/index.php/s/2w7Yw5eZyIP0jyH TD régression linéaire, interpolation, fits non-linéaires]</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=2047&oldid=prev 2025-11-17T13:35:04Z

<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 15:35, 17 November 2025</td> </tr><tr><td colspan="2" class="diff-lineno" id="mw-diff-left-l113">Line 113:</td> <td colspan="2" class="diff-lineno">Line 113:</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 à 10]  - <del style="font-weight: bold; text-decoration: none;">&lt;!-- </del>[http://lptms.u-psud.fr/membres/groux/enseignements/M1/CorrigeTD2_2016.html Corrigé] - <del style="font-weight: bold; text-decoration: none;">--&gt; </del>[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 7 à 10]  - <ins style="font-weight: bold; text-decoration: none;"> </ins>[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></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=2043&oldid=prev 2025-10-04T13:05:55Z

<p><span class="autocomment">Contenu approximatif du cours</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 15:05, 4 October 2025</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 (20h):  </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 (20h):  </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 7] <del style="font-weight: bold; text-decoration: none;">&lt;!-- </del>- [http://lptms.u-psud.fr/membres/groux/enseignements/M1/Corrige2016.html Corrigé]  - [http://lptms.u-psud.fr/membres/groux/enseignements/M1/CorrigeProbleme2016.html Corrigé des problèmes]<del style="font-weight: bold; text-decoration: none;">--&gt; </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 7] - [http://lptms.u-psud.fr/membres/groux/enseignements/M1/Corrige2016.html Corrigé]  - [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> </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=2038&oldid=prev 2025-09-10T16:49:29Z

<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 18:49, 10 September 2025</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 (20h):  </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 (20h):  </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/<del style="font-weight: bold; text-decoration: none;">cjiRmw5arkXnrbQ </del>TDs 1 à 7] &lt;!-- - [http://lptms.u-psud.fr/membres/groux/enseignements/M1/Corrige2016.html Corrigé]  - [http://lptms.u-psud.fr/membres/groux/enseignements/M1/CorrigeProbleme2016.html Corrigé des problèmes]--&gt;  [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/<ins style="font-weight: bold; text-decoration: none;">q8ZG7mXZgj5sz3w </ins>TDs 1 à 7] &lt;!-- - [http://lptms.u-psud.fr/membres/groux/enseignements/M1/Corrige2016.html Corrigé]  - [http://lptms.u-psud.fr/membres/groux/enseignements/M1/CorrigeProbleme2016.html Corrigé des problèmes]--&gt;  [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