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      <text:p>Date</text:p>
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     <table:table-cell office:value-type="string" calcext:value-type="string">
      <text:p>activité</text:p>
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     <table:table-cell office:value-type="date" office:date-value="2021-02-23" calcext:value-type="date">
      <text:p>23.02.21</text:p>
     </table:table-cell>
     <table:table-cell office:value-type="string" calcext:value-type="string">
      <text:p>Lire TB Mr. Rod</text:p>
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     <table:table-cell office:value-type="string" calcext:value-type="string"><text:p>Regarder des informations sur Landsat8,</text:p><text:p>Suivre le tutoriel d’installation de l’API python de GEE et </text:p><text:p>Faire quelques essais de script pour interagir avec GEE.</text:p><text:p><text:span text:style-name="T3">Lire de la documentation QGIS</text:span></text:p><text:p><text:span text:style-name="T3">Recherche d’informations sur les différentes bandes de fréquences</text:span></text:p>
     </table:table-cell>
     <table:table-cell/>
    </table:table-row>
    <table:table-row table:style-name="ro1">
     <table:table-cell office:value-type="date" office:date-value="2021-02-24" calcext:value-type="date">
      <text:p>24.02.21</text:p>
     </table:table-cell>
     <table:table-cell office:value-type="string" calcext:value-type="string">
      <text:p>Quelques tests de visualisation de combinaisons de bandes de fréquences sur GEE</text:p>
     </table:table-cell>
     <table:table-cell/>
    </table:table-row>
    <table:table-row table:style-name="ro1">
     <table:table-cell office:value-type="date" office:date-value="2021-02-26" calcext:value-type="date">
      <text:p>26.02.21</text:p>
     </table:table-cell>
     <table:table-cell office:value-type="string" calcext:value-type="string">
      <text:p>Continuer à faire des essais avec GEE pour télécharger des données</text:p>
     </table:table-cell>
     <table:table-cell/>
    </table:table-row>
    <table:table-row table:style-name="ro2">
     <table:table-cell office:value-type="date" office:date-value="2021-03-02" calcext:value-type="date">
      <text:p>02.03.21</text:p>
     </table:table-cell>
     <table:table-cell office:value-type="string" calcext:value-type="string"><text:p>Regarder la vidéo sur Terra-i et les vidéos GEE recommandées par Pr. Perez-Uribe</text:p><text:p>Récupérer cartes 2013 et labels depuis le serveur atlas</text:p><text:p>Afficher les labels situant le café par-dessus un raster virtuel formé des rasters de 2013 sur QGIS.</text:p><text:p>Déterminer la région du Vietnam qui est récupérée dans les images satellites de 2013 sur le serveur atlas.</text:p><text:p>Améliorer le script de téléchargement de carte depuis GEE</text:p>
     </table:table-cell>
     <table:table-cell/>
    </table:table-row>
    <table:table-row table:style-name="ro3">
     <table:table-cell office:value-type="date" office:date-value="2021-03-03" calcext:value-type="date">
      <text:p>03.03.21</text:p>
     </table:table-cell>
     <table:table-cell office:value-type="string" calcext:value-type="string"><text:p>Améliorer le script de téléchargement de carte depuis GEE,</text:p><text:p>Script utilisant rasterio pour fusionner plusieurs fichiers tif en un seul et l’écrire sur le disque,</text:p><text:p>Script utilisant PyShp pour lire les fichiers de shapefile contenant les points labelisés et lister les coordonnées.</text:p>
     </table:table-cell>
     <table:table-cell/>
    </table:table-row>
    <table:table-row table:style-name="ro1">
     <table:table-cell office:value-type="date" office:date-value="2021-03-04" calcext:value-type="date">
      <text:p>04.03.21</text:p>
     </table:table-cell>
     <table:table-cell office:value-type="string" calcext:value-type="string">
      <text:p>Réussir à découper un carré de quelques px autour d’un emplacement de café, il reste à corriger les valeurs min-max des bandes qu’on obtient</text:p>
     </table:table-cell>
     <table:table-cell/>
    </table:table-row>
    <table:table-row table:style-name="ro4">
     <table:table-cell office:value-type="date" office:date-value="2021-03-05" calcext:value-type="date">
      <text:p>05.03.21</text:p>
     </table:table-cell>
     <table:table-cell office:value-type="string" calcext:value-type="string"><text:p>Correction de la taille des carrés coupés.</text:p><text:p>Créer un notebook Jupyter pour analyser les résultats.</text:p><text:p>Améliorer le script pour découper la partie écriture des carré labelisé sur le disque et celle du calcul des statistiques par-rapport à une date.</text:p><text:p>Utilisation de pandas pour rentrer les données, possibilité de comparer les valeurs des classes pour les différentes bandes de fréquence.</text:p>
     </table:table-cell>
     <table:table-cell/>
    </table:table-row>
    <table:table-row table:style-name="ro4">
     <table:table-cell office:value-type="date" office:date-value="2021-03-09" calcext:value-type="date">
      <text:p>09.03.21</text:p>
     </table:table-cell>
     <table:table-cell office:value-type="string" calcext:value-type="string"><text:p>Recherche d’informations sur le climat au Vietnam.</text:p><text:p><text:span text:style-name="T3">Amélioration du script de téléchargement de carte pour pouvoir prendre plusieurs plage de temps.</text:span></text:p><text:p>Comparaison du café à travers des saisons («hiver», «été»).</text:p><text:p>Amélioration de la visualisation des résultats.</text:p>
     </table:table-cell>
     <table:table-cell/>
    </table:table-row>
    <table:table-row table:style-name="ro4">
     <table:table-cell office:value-type="date" office:date-value="2021-03-10" calcext:value-type="date">
      <text:p>10.03.21</text:p>
     </table:table-cell>
     <table:table-cell office:value-type="string" calcext:value-type="string"><text:p>Essayer de trouver une découpe de l’année qui permet d’avoir assez de donnée pour ne pas avoir trop de nuage, mais être plus précis que seulement deux saisons.</text:p><text:p>Je me suis renseigné et j’ai appris que les labels fournis devraient daté de 2016-2018.</text:p><text:p>Téléchargement des cartes médiane de tout les deux mois sur une plage de 2014 à 2020.</text:p><text:p>Début d’analyse exploratoire des données.</text:p>
     </table:table-cell>
     <table:table-cell/>
    </table:table-row>
    <table:table-row table:style-name="ro1">
     <table:table-cell office:value-type="date" office:date-value="2021-03-11" calcext:value-type="date">
      <text:p>11.03.21</text:p>
     </table:table-cell>
     <table:table-cell office:value-type="string" calcext:value-type="string">
      <text:p>Normalisation des données, améliorer visualisation des données</text:p>
     </table:table-cell>
     <table:table-cell/>
    </table:table-row>
    <table:table-row table:style-name="ro1">
     <table:table-cell office:value-type="date" office:date-value="2021-03-12" calcext:value-type="date">
      <text:p>12.03.21</text:p>
     </table:table-cell>
     <table:table-cell office:value-type="string" calcext:value-type="string">
      <text:p>Analyse exploratoire des données</text:p>
     </table:table-cell>
     <table:table-cell/>
    </table:table-row>
    <table:table-row table:style-name="ro5">
     <table:table-cell office:value-type="date" office:date-value="2021-03-16" calcext:value-type="date">
      <text:p>16.03.21</text:p>
     </table:table-cell>
     <table:table-cell office:value-type="string" calcext:value-type="string"><text:p>Correction de deux erreurs : j’utilisais la moyenne au lieu de la médiane qui est meilleure pour comparer ces valeurs et les valeurs nodata étaient pris en compte.</text:p><text:p>Ajout de fonctions pour traiter les labels par région, découpage des labels de café du Vietnam en deux région.</text:p>
     </table:table-cell>
     <table:table-cell/>
    </table:table-row>
    <table:table-row table:style-name="ro1">
     <table:table-cell office:value-type="date" office:date-value="2021-03-17" calcext:value-type="date">
      <text:p>17.03.21</text:p>
     </table:table-cell>
     <table:table-cell office:value-type="string" calcext:value-type="string">
      <text:p>Réusinage du script pour analyser les données.</text:p>
     </table:table-cell>
     <table:table-cell/>
    </table:table-row>
    <table:table-row table:style-name="ro1">
     <table:table-cell office:value-type="date" office:date-value="2021-03-23" calcext:value-type="date">
      <text:p>23.03.21</text:p>
     </table:table-cell>
     <table:table-cell office:value-type="string" calcext:value-type="string">
      <text:p>Réunion pour parler du travail de bachelor d’un étudiant en master et de mon travail de bachelor. Lecture et recherche sur le machine learning et les réseaux de neurones convolutifs.</text:p>
     </table:table-cell>
     <table:table-cell/>
    </table:table-row>
    <table:table-row table:style-name="ro1">
     <table:table-cell office:value-type="date" office:date-value="2021-03-24" calcext:value-type="date">
      <text:p>24.03.21</text:p>
     </table:table-cell>
     <table:table-cell office:value-type="string" calcext:value-type="string">
      <text:p>Regarder plus de théorie sur les réseaux de neurones convolutifs et commencer à se familiariser avec Keras</text:p>
     </table:table-cell>
     <table:table-cell/>
    </table:table-row>
    <table:table-row table:style-name="ro1">
     <table:table-cell office:value-type="date" office:date-value="2021-03-25" calcext:value-type="date">
      <text:p>25.03.21</text:p>
     </table:table-cell>
     <table:table-cell office:value-type="string" calcext:value-type="string">
      <text:p>Commencer à faire un dataset qui peut-être utiliser avec Keras</text:p>
     </table:table-cell>
     <table:table-cell/>
    </table:table-row>
    <table:table-row table:style-name="ro1">
     <table:table-cell office:value-type="date" office:date-value="2021-03-26" calcext:value-type="date">
      <text:p>26.03.21</text:p>
     </table:table-cell>
     <table:table-cell office:value-type="string" calcext:value-type="string">
      <text:p>Faire un dataset des données satellites en json, premiers essais avec Keras sur les données, essayer d’ajouter de l’augmentation de données avec ImageDataGenerator, essayer d’équilibrer les classes avec compute_class_weight</text:p>
     </table:table-cell>
     <table:table-cell/>
    </table:table-row>
    <table:table-row table:style-name="ro1">
     <table:table-cell office:value-type="date" office:date-value="2021-03-27" calcext:value-type="date">
      <text:p>27.03.21</text:p>
     </table:table-cell>
     <table:table-cell office:value-type="string" calcext:value-type="string">
      <text:p>Avancer sur le rapport, commence à explique les réseaux de neurones artificiels</text:p>
     </table:table-cell>
     <table:table-cell/>
    </table:table-row>
    <table:table-row table:style-name="ro1">
     <table:table-cell office:value-type="date" office:date-value="2021-03-29" calcext:value-type="date">
      <text:p>29.03.21</text:p>
     </table:table-cell>
     <table:table-cell office:value-type="string" calcext:value-type="string">
      <text:p>Continuer à essayer avec des hyperparamètres différents, essais avec jusqu’à 5000 epochs, avancer sur le rapport, réussir à lancer le notebook sur google colab (mais moins rapide actuellement que sur ma machine)</text:p>
     </table:table-cell>
     <table:table-cell/>
    </table:table-row>
    <table:table-row table:style-name="ro1">
     <table:table-cell office:value-type="date" office:date-value="2021-03-30" calcext:value-type="date">
      <text:p>30.03.21</text:p>
     </table:table-cell>
     <table:table-cell office:value-type="string" calcext:value-type="string">
      <text:p>Réunion avec Prof. Perez-Uribe et un étudiant en master, essai d’utiliser flow_from_directory de Keras sans succès pour le moment (PIL ne supporte pas les images en float64)</text:p>
     </table:table-cell>
     <table:table-cell/>
    </table:table-row>
    <table:table-row table:style-name="ro1">
     <table:table-cell office:value-type="date" office:date-value="2021-03-31" calcext:value-type="date">
      <text:p>31.03.21</text:p>
     </table:table-cell>
     <table:table-cell office:value-type="string" calcext:value-type="string">
      <text:p>Améliorer la structure du projet</text:p>
     </table:table-cell>
     <table:table-cell/>
    </table:table-row>
    <table:table-row table:style-name="ro1">
     <table:table-cell office:value-type="date" office:date-value="2021-04-12" calcext:value-type="date">
      <text:p>12.04.21</text:p>
     </table:table-cell>
     <table:table-cell office:value-type="string" calcext:value-type="string">
      <text:p>Implémentation de la validation croisée, avancer sur l’explication des réseaux de neurones dans le rapport</text:p>
     </table:table-cell>
     <table:table-cell/>
    </table:table-row>
    <table:table-row table:style-name="ro3">
     <table:table-cell office:value-type="date" office:date-value="2021-04-13" calcext:value-type="date">
      <text:p>13.04.21</text:p>
     </table:table-cell>
     <table:table-cell office:value-type="string" calcext:value-type="string"><text:p>Réunion, finir l’explication des neurones artificiels et des réseaux de neurones,</text:p><text:p>faire la cross validation plusieurs fois pour valider les modèles,</text:p><text:p>réaliser une matrice de confusion sommant celle de chaque validation</text:p>
     </table:table-cell>
     <table:table-cell/>
    </table:table-row>
    <table:table-row table:style-name="ro1">
     <table:table-cell office:value-type="date" office:date-value="2021-04-15" calcext:value-type="date">
      <text:p>15.04.21</text:p>
     </table:table-cell>
     <table:table-cell office:value-type="string" calcext:value-type="string">
      <text:p>Avancer le rapport, calcul de la précision, du rappel et du f-score à partir de matrices</text:p>
     </table:table-cell>
     <table:table-cell/>
    </table:table-row>
    <table:table-row table:style-name="ro1">
     <table:table-cell office:value-type="date" office:date-value="2021-04-16" calcext:value-type="date">
      <text:p>16.04.21</text:p>
     </table:table-cell>
     <table:table-cell office:value-type="string" calcext:value-type="string">
      <text:p>Tester quelles combinaisons de canaux de fréquences donnent les meilleurs résultats</text:p>
     </table:table-cell>
     <table:table-cell/>
    </table:table-row>
    <table:table-row table:style-name="ro1">
     <table:table-cell office:value-type="date" office:date-value="2021-04-17" calcext:value-type="date">
      <text:p>17.04.21</text:p>
     </table:table-cell>
     <table:table-cell office:value-type="string" calcext:value-type="string">
      <text:p>Tester quelles combinaisons de canaux de fréquences donnent les meilleurs résultats, tester la meilleure combinaison de canaux sur 5000 epochs (11x11px)</text:p>
     </table:table-cell>
     <table:table-cell/>
    </table:table-row>
    <table:table-row table:style-name="ro1">
     <table:table-cell office:value-type="date" office:date-value="2021-04-19" calcext:value-type="date">
      <text:p>19.04.21</text:p>
     </table:table-cell>
     <table:table-cell office:value-type="string" calcext:value-type="string">
      <text:p>Tester la meilleure combinaison de canaux sur 5000 epochs (9x9px)</text:p>
     </table:table-cell>
     <table:table-cell/>
    </table:table-row>
    <table:table-row table:style-name="ro1">
     <table:table-cell office:value-type="date" office:date-value="2021-04-20" calcext:value-type="date">
      <text:p>20.04.21</text:p>
     </table:table-cell>
     <table:table-cell office:value-type="string" calcext:value-type="string">
      <text:p>Réunion, validation croisée en prenant en compte la situation géographique des labels</text:p>
     </table:table-cell>
     <table:table-cell/>
    </table:table-row>
    <table:table-row table:style-name="ro1">
     <table:table-cell office:value-type="date" office:date-value="2021-04-23" calcext:value-type="date">
      <text:p>23.04.21</text:p>
     </table:table-cell>
     <table:table-cell office:value-type="string" calcext:value-type="string">
      <text:p>Avancer sur le rapport</text:p>
     </table:table-cell>
     <table:table-cell/>
    </table:table-row>
    <table:table-row table:style-name="ro3">
     <table:table-cell office:value-type="date" office:date-value="2021-04-26" calcext:value-type="date">
      <text:p>26.04.21</text:p>
     </table:table-cell>
     <table:table-cell office:value-type="string" calcext:value-type="string"><text:p>Avancer sur le rapport (notamment finir l’explication des réseaux de neurones convolutifs),</text:p><text:p>Analyser l’impact du sur-ajustement sur les performances de classifications en regardant périodiquement la différences de performances de classification</text:p><text:p>Après un certain nombre d’epochs.</text:p>
     </table:table-cell>
     <table:table-cell/>
    </table:table-row>
    <table:table-row table:style-name="ro1">
     <table:table-cell office:value-type="date" office:date-value="2021-04-27" calcext:value-type="date">
      <text:p>27.04.21</text:p>
     </table:table-cell>
     <table:table-cell office:value-type="string" calcext:value-type="string">
      <text:p>Avancer le rapport, assister à distance à une conférence de l’ISPRS (qui a du être interrompue à cause de participants empêchant le bon déroulement de la conférence)</text:p>
     </table:table-cell>
     <table:table-cell/>
    </table:table-row>
    <table:table-row table:style-name="ro1">
     <table:table-cell office:value-type="date" office:date-value="2021-04-28" calcext:value-type="date">
      <text:p>28.04.21</text:p>
     </table:table-cell>
     <table:table-cell office:value-type="string" calcext:value-type="string">
      <text:p>Avancer le rapport, faire différents tests d’architecture de CNN</text:p>
     </table:table-cell>
     <table:table-cell/>
    </table:table-row>
    <table:table-row table:style-name="ro1">
     <table:table-cell office:value-type="date" office:date-value="2021-04-29" calcext:value-type="date">
      <text:p>29.04.21</text:p>
     </table:table-cell>
     <table:table-cell office:value-type="string" calcext:value-type="string">
      <text:p>faire différents tests d’architecture de CNN</text:p>
     </table:table-cell>
     <table:table-cell/>
    </table:table-row>
    <table:table-row table:style-name="ro1">
     <table:table-cell office:value-type="date" office:date-value="2021-05-01" calcext:value-type="date">
      <text:p>01.05.21</text:p>
     </table:table-cell>
     <table:table-cell office:value-type="string" calcext:value-type="string">
      <text:p>Avancer le rapport, et continuer à faire des tests d’architecture de CNN</text:p>
     </table:table-cell>
     <table:table-cell/>
    </table:table-row>
    <table:table-row table:style-name="ro1">
     <table:table-cell office:value-type="date" office:date-value="2021-05-04" calcext:value-type="date">
      <text:p>04.05.21</text:p>
     </table:table-cell>
     <table:table-cell office:value-type="string" calcext:value-type="string">
      <text:p>Avancer le rapport, réunion, continuer à faire des tests d’architecture de CNN (réduire la couche entièrement connectée, essais avec pooling, différent essais avec augmentation des données)</text:p>
     </table:table-cell>
     <table:table-cell/>
    </table:table-row>
    <table:table-row table:style-name="ro1">
     <table:table-cell office:value-type="date" office:date-value="2021-05-06" calcext:value-type="date">
      <text:p>06.05.21</text:p>
     </table:table-cell>
     <table:table-cell office:value-type="string" calcext:value-type="string">
      <text:p>tests d’architecture et reporter les résultats des performances des architectures dans un tableur</text:p>
     </table:table-cell>
     <table:table-cell/>
    </table:table-row>
    <table:table-row table:style-name="ro1">
     <table:table-cell office:value-type="date" office:date-value="2021-05-07" calcext:value-type="date">
      <text:p>07.05.21</text:p>
     </table:table-cell>
     <table:table-cell office:value-type="string" calcext:value-type="string">
      <text:p>Avancer le rapport, continuer les tests d’architectures</text:p>
     </table:table-cell>
     <table:table-cell/>
    </table:table-row>
    <table:table-row table:style-name="ro1">
     <table:table-cell office:value-type="date" office:date-value="2021-05-08" calcext:value-type="date">
      <text:p>08.05.21</text:p>
     </table:table-cell>
     <table:table-cell office:value-type="string" calcext:value-type="string">
      <text:p>Ajouter un «callback» pour calculer le f-score après chaque epochs et pouvoir l’utiliser avec l’early stopping et imprimer un graphe du f-score</text:p>
     </table:table-cell>
     <table:table-cell/>
    </table:table-row>
    <table:table-row table:style-name="ro1">
     <table:table-cell office:value-type="date" office:date-value="2021-05-11" calcext:value-type="date">
      <text:p>11.05.21</text:p>
     </table:table-cell>
     <table:table-cell office:value-type="string" calcext:value-type="string">
      <text:p>Réunion, continuer le rapport, commenter le code, lancer des entraînements de modèles avec de nouvelles architectures</text:p>
     </table:table-cell>
     <table:table-cell/>
    </table:table-row>
    <table:table-row table:style-name="ro1">
     <table:table-cell office:value-type="date" office:date-value="2021-05-12" calcext:value-type="date">
      <text:p>12.05.21</text:p>
     </table:table-cell>
     <table:table-cell office:value-type="string" calcext:value-type="string">
      <text:p>Correction de fautes de français dans le rapport, commenter le code, </text:p>
     </table:table-cell>
     <table:table-cell/>
    </table:table-row>
    <table:table-row table:style-name="ro1">
     <table:table-cell office:value-type="date" office:date-value="2021-05-14" calcext:value-type="date">
      <text:p>14.05.21</text:p>
     </table:table-cell>
     <table:table-cell office:value-type="string" calcext:value-type="string">
      <text:p>Réaliser la bibliographie avec Zotero, écrire la conclusion, relecture</text:p>
     </table:table-cell>
     <table:table-cell/>
    </table:table-row>
    <table:table-row table:style-name="ro1">
     <table:table-cell office:value-type="date" office:date-value="2021-05-15" calcext:value-type="date">
      <text:p>15.05.21</text:p>
     </table:table-cell>
     <table:table-cell office:value-type="string" calcext:value-type="string">
      <text:p>Finaliser le rapport intermédiaire</text:p>
     </table:table-cell>
     <table:table-cell/>
    </table:table-row>
    <table:table-row table:style-name="ro1">
     <table:table-cell office:value-type="date" office:date-value="2021-05-18" calcext:value-type="date">
      <text:p>18.05.21</text:p>
     </table:table-cell>
     <table:table-cell office:value-type="string" calcext:value-type="string">
      <text:p>Réunion, sauvegarde des modèles, refactor</text:p>
     </table:table-cell>
     <table:table-cell/>
    </table:table-row>
    <table:table-row table:style-name="ro5">
     <table:table-cell office:value-type="date" office:date-value="2021-05-19" calcext:value-type="date">
      <text:p>19.05.21</text:p>
     </table:table-cell>
     <table:table-cell office:value-type="string" calcext:value-type="string"><text:p>Refactor, sauvegarde des modèles en s’assurant que seul le meilleur modèle est sauvegardé même entre les différentes validations croisées,</text:p><text:p>ajouter albumentations pour avoir de l’augmentation d’image qui accepte les images multispectrales (et amélioration de la rapidité).</text:p>
     </table:table-cell>
     <table:table-cell/>
    </table:table-row>
    <table:table-row table:style-name="ro1">
     <table:table-cell office:value-type="date" office:date-value="2021-05-21" calcext:value-type="date">
      <text:p>21.05.21</text:p>
     </table:table-cell>
     <table:table-cell office:value-type="string" calcext:value-type="string">
      <text:p>Comparaison de canaux, essai avec NDVI et MNDWI</text:p>
     </table:table-cell>
     <table:table-cell/>
    </table:table-row>
    <table:table-row table:style-name="ro1">
     <table:table-cell office:value-type="date" office:date-value="2021-05-24" calcext:value-type="date">
      <text:p>24.05.21</text:p>
     </table:table-cell>
     <table:table-cell office:value-type="string" calcext:value-type="string">
      <text:p>Recherche sur les modèles permettant d’inclure une notion de temps (CNN-LSTM, CNN3D, …), continuer à comparer les canaux et ajout de nouveaux canaux calculés</text:p>
     </table:table-cell>
     <table:table-cell/>
    </table:table-row>
    <table:table-row table:style-name="ro5">
     <table:table-cell office:value-type="date" office:date-value="2021-05-25" calcext:value-type="date">
      <text:p>25.05.21</text:p>
     </table:table-cell>
     <table:table-cell office:value-type="string" calcext:value-type="string"><text:p>Reporter les résultats des comparaisons des canaux dans un tableur, tester avec des rotations de 90 degrés dans l’augmentation des données,</text:p><text:p>Avancer le rapport, commencer à essayer de mettre en place la validation spatiale de Romain</text:p>
     </table:table-cell>
     <table:table-cell/>
    </table:table-row>
    <table:table-row table:style-name="ro1">
     <table:table-cell office:value-type="date" office:date-value="2021-05-26" calcext:value-type="date">
      <text:p>26.05.21</text:p>
     </table:table-cell>
     <table:table-cell office:value-type="string" calcext:value-type="string">
      <text:p>Commencer à essayer de mettre en place la validation spatiale de Romain</text:p>
     </table:table-cell>
     <table:table-cell/>
    </table:table-row>
    <table:table-row table:style-name="ro1">
     <table:table-cell office:value-type="date" office:date-value="2021-05-27" calcext:value-type="date">
      <text:p>27.05.21</text:p>
     </table:table-cell>
     <table:table-cell office:value-type="string" calcext:value-type="string">
      <text:p>Commencer à essayer de mettre en place la validation spatiale de Romain</text:p>
     </table:table-cell>
     <table:table-cell/>
    </table:table-row>
    <table:table-row table:style-name="ro1">
     <table:table-cell office:value-type="date" office:date-value="2021-05-28" calcext:value-type="date">
      <text:p>28.05.21</text:p>
     </table:table-cell>
     <table:table-cell office:value-type="string" calcext:value-type="string">
      <text:p>Arriver à séparer en trois ensemble entraînement, validation et test en suivant la même procédure que Romain, mais avec plus que deux classes</text:p>
     </table:table-cell>
     <table:table-cell/>
    </table:table-row>
    <table:table-row table:style-name="ro1">
     <table:table-cell office:value-type="date" office:date-value="2021-05-31" calcext:value-type="date">
      <text:p>31.05.21</text:p>
     </table:table-cell>
     <table:table-cell office:value-type="string" calcext:value-type="string">
      <text:p>Commencer à adapter la pipeline pour avoir les images sur le disque et les chemins d’accès dans le dataset</text:p>
     </table:table-cell>
     <table:table-cell/>
    </table:table-row>
    <table:table-row table:style-name="ro1">
     <table:table-cell office:value-type="date" office:date-value="2021-06-01" calcext:value-type="date">
      <text:p>01.06.21</text:p>
     </table:table-cell>
     <table:table-cell office:value-type="string" calcext:value-type="string">
      <text:p>Réparer l’erreur de sélection de bandes des rasters téléchargés avec la collection Surface Reflectance (ordre des bandes après panchromatic et cirrus différent, car ils sont absents) </text:p>
     </table:table-cell>
     <table:table-cell/>
    </table:table-row>
    <table:table-row table:style-name="ro1">
     <table:table-cell office:value-type="date" office:date-value="2021-06-02" calcext:value-type="date">
      <text:p>02.06.21</text:p>
     </table:table-cell>
     <table:table-cell office:value-type="string" calcext:value-type="string">
      <text:p>Réparer l’erreur de sélection de bandes des rasters téléchargés avec la collection Surface Reflectance (ordre des bandes après panchromatic et cirrus différent, car ils sont absents) </text:p>
     </table:table-cell>
     <table:table-cell/>
    </table:table-row>
    <table:table-row table:style-name="ro1">
     <table:table-cell office:value-type="date" office:date-value="2021-06-04" calcext:value-type="date">
      <text:p>04.06.21</text:p>
     </table:table-cell>
     <table:table-cell office:value-type="string" calcext:value-type="string">
      <text:p>Mettre à jour la pipeline pour pouvoir avoir des jeux de données sauvegardés sur le disque ne contenant que les chemins d’accès vers les fichiers et non les valeurs des images</text:p>
     </table:table-cell>
     <table:table-cell/>
    </table:table-row>
    <table:table-row table:style-name="ro1">
     <table:table-cell office:value-type="date" office:date-value="2021-06-05" calcext:value-type="date">
      <text:p>05.06.21</text:p>
     </table:table-cell>
     <table:table-cell office:value-type="string" calcext:value-type="string">
      <text:p>Mettre à jour la pipeline pour pouvoir avoir des jeux de données sauvegardés sur le disque ne contenant que les chemins d’accès vers les fichiers et non les valeurs des images</text:p>
     </table:table-cell>
     <table:table-cell/>
    </table:table-row>
    <table:table-row table:style-name="ro1">
     <table:table-cell office:value-type="date" office:date-value="2021-06-07" calcext:value-type="date">
      <text:p>07.06.21</text:p>
     </table:table-cell>
     <table:table-cell office:value-type="string" calcext:value-type="string">
      <text:p>Faire l’entraînement avec la validation spatiale</text:p>
     </table:table-cell>
     <table:table-cell/>
    </table:table-row>
    <table:table-row table:style-name="ro5">
     <table:table-cell office:value-type="date" office:date-value="2021-06-08" calcext:value-type="date">
      <text:p>08.06.21</text:p>
     </table:table-cell>
     <table:table-cell office:value-type="string" calcext:value-type="string"><text:p>Réunion, corriger l’erreur dans le callback du f1-score adapté pour prendre des générateurs de données,</text:p><text:p>réaliser l’expérience de valider avec les données de 2019 un modèle entraîné sur toutes les données de 2018</text:p>
     </table:table-cell>
     <table:table-cell/>
    </table:table-row>
    <table:table-row table:style-name="ro1">
     <table:table-cell office:value-type="date" office:date-value="2021-06-09" calcext:value-type="date">
      <text:p>09.06.21</text:p>
     </table:table-cell>
     <table:table-cell office:value-type="string" calcext:value-type="string">
      <text:p>Assister à la présentation du travail de master de Romain Capocasale</text:p>
     </table:table-cell>
     <table:table-cell/>
    </table:table-row>
    <table:table-row table:style-name="ro1">
     <table:table-cell office:value-type="date" office:date-value="2021-06-10" calcext:value-type="date">
      <text:p>10.06.21</text:p>
     </table:table-cell>
     <table:table-cell office:value-type="string" calcext:value-type="string">
      <text:p>Téléchargements de données de différentes années, refaire la validation spatiale maintenant que le callback de f1-score est corrigé</text:p>
     </table:table-cell>
     <table:table-cell/>
    </table:table-row>
    <table:table-row table:style-name="ro1">
     <table:table-cell office:value-type="date" office:date-value="2021-06-11" calcext:value-type="date">
      <text:p>11.06.21</text:p>
     </table:table-cell>
     <table:table-cell office:value-type="string" calcext:value-type="string">
      <text:p>Comparaison d’un même modèle entraîné sur différentes plages de temps, commencer la mise en place du procédé pour obtenir des résultats sur des cartes entières</text:p>
     </table:table-cell>
     <table:table-cell/>
    </table:table-row>
    <table:table-row table:style-name="ro1">
     <table:table-cell office:value-type="date" office:date-value="2021-06-12" calcext:value-type="date">
      <text:p>12.06.21</text:p>
     </table:table-cell>
     <table:table-cell office:value-type="string" calcext:value-type="string"><text:p>Remplacer le système de génération de fold par <text:span text:style-name="T4">StratifiedKFold qui génère des folds en essayant de préserver la proportion de chaque classes dans les folds</text:span></text:p>
     </table:table-cell>
     <table:table-cell/>
    </table:table-row>
    <table:table-row table:style-name="ro1">
     <table:table-cell office:value-type="date" office:date-value="2021-06-14" calcext:value-type="date">
      <text:p>14.06.21</text:p>
     </table:table-cell>
     <table:table-cell office:value-type="string" calcext:value-type="string">
      <text:p>Mise en place des prédictions de 2014 à 2021 sur janvier à avril et récupération des résultats. Affichage de graphe pour le total de chaque label en fonction des années.</text:p>
     </table:table-cell>
     <table:table-cell/>
    </table:table-row>
    <table:table-row table:style-name="ro1">
     <table:table-cell office:value-type="date" office:date-value="2021-06-15" calcext:value-type="date">
      <text:p>15.06.21</text:p>
     </table:table-cell>
     <table:table-cell office:value-type="string" calcext:value-type="string"><text:p><text:span text:style-name="T3">Réunion, dessin de la carte avec les endroits où le café est prédit et le endroits connus </text:span>de café </text:p>
     </table:table-cell>
     <table:table-cell/>
    </table:table-row>
    <table:table-row table:style-name="ro1">
     <table:table-cell office:value-type="date" office:date-value="2021-06-16" calcext:value-type="date">
      <text:p>16.06.21</text:p>
     </table:table-cell>
     <table:table-cell office:value-type="string" calcext:value-type="string">
      <text:p>Dessin de la carte avec la première prédiction des labels de café connus en différentes couleurs suivant l’année</text:p>
     </table:table-cell>
     <table:table-cell/>
    </table:table-row>
    <table:table-row table:style-name="ro1">
     <table:table-cell office:value-type="date" office:date-value="2021-06-17" calcext:value-type="date">
      <text:p>17.06.21</text:p>
     </table:table-cell>
     <table:table-cell office:value-type="string" calcext:value-type="string">
      <text:p>Commencer le modèle de prédiction à plusieurs sorties (labels, catégories)</text:p>
     </table:table-cell>
     <table:table-cell/>
    </table:table-row>
    <table:table-row table:style-name="ro5">
     <table:table-cell office:value-type="date" office:date-value="2021-06-21" calcext:value-type="date">
      <text:p>21.06.21</text:p>
     </table:table-cell>
     <table:table-cell office:value-type="string" calcext:value-type="string"><text:p>Problème de dépendances python, avancer sur le modèle à plusieurs sorties, problème avec la pondération des classes avec un modèle à plusieurs sorties</text:p><text:p>(pas supporté dans la version de tensorflow utilisée, il faut définir une fonction de «loss» maison)</text:p>
     </table:table-cell>
     <table:table-cell/>
    </table:table-row>
    <table:table-row table:style-name="ro1">
     <table:table-cell office:value-type="date" office:date-value="2021-06-22" calcext:value-type="date">
      <text:p>22.06.21</text:p>
     </table:table-cell>
     <table:table-cell office:value-type="string" calcext:value-type="string">
      <text:p>Réunion, continuer à réparer les problèmes de dépendances</text:p>
     </table:table-cell>
     <table:table-cell/>
    </table:table-row>
    <table:table-row table:style-name="ro1">
     <table:table-cell office:value-type="date" office:date-value="2021-06-23" calcext:value-type="date">
      <text:p>23.06.21</text:p>
     </table:table-cell>
     <table:table-cell office:value-type="string" calcext:value-type="string">
      <text:p>Ajouter une fonction de loss «categorical cross entropy» qui prend les poids des classes au modèle de multi-sorties</text:p>
     </table:table-cell>
     <table:table-cell/>
    </table:table-row>
    <table:table-row table:style-name="ro1">
     <table:table-cell office:value-type="date" office:date-value="2021-06-24" calcext:value-type="date">
      <text:p>24.06.21</text:p>
     </table:table-cell>
     <table:table-cell office:value-type="string" calcext:value-type="string">
      <text:p>Entraîner le modèle à plusieurs sorties avec la fonction de loss «focal loss», adapter la prédiction sur rasters pour le modèle à plusieurs sorties</text:p>
     </table:table-cell>
     <table:table-cell/>
    </table:table-row>
    <table:table-row table:style-name="ro1">
     <table:table-cell office:value-type="date" office:date-value="2021-06-25" calcext:value-type="date">
      <text:p>25.06.21</text:p>
     </table:table-cell>
     <table:table-cell office:value-type="string" calcext:value-type="string">
      <text:p>Adapter la prédiction sur rasters pour le modèle à plusieurs sorties et lancer une nouvelle fois la prédiction sur les rasters de 2014 à 2021, dessin de la cartes avec les catégories et choix de l’année avec un widget</text:p>
     </table:table-cell>
     <table:table-cell/>
    </table:table-row>
    <table:table-row table:style-name="ro1">
     <table:table-cell office:value-type="date" office:date-value="2021-06-28" calcext:value-type="date">
      <text:p>28.06.21</text:p>
     </table:table-cell>
     <table:table-cell office:value-type="string" calcext:value-type="string">
      <text:p>Utiliser imshow de matplotlib au lieu d’ipycanvas pour afficher les visualisation de cartes</text:p>
     </table:table-cell>
     <table:table-cell/>
    </table:table-row>
    <table:table-row table:style-name="ro1">
     <table:table-cell office:value-type="date" office:date-value="2021-06-29" calcext:value-type="date">
      <text:p>29.06.21</text:p>
     </table:table-cell>
     <table:table-cell office:value-type="string" calcext:value-type="string">
      <text:p>Faire la visualisation de la forêt remplacée par de la culture en prenant comme référence la prédiction de 2017</text:p>
     </table:table-cell>
     <table:table-cell/>
    </table:table-row>
    <table:table-row table:style-name="ro1">
     <table:table-cell office:value-type="date" office:date-value="2021-06-30" calcext:value-type="date">
      <text:p>30.06.21</text:p>
     </table:table-cell>
     <table:table-cell office:value-type="string" calcext:value-type="string">
      <text:p>Courte réunion, faire la visualisation de la forêt remplacée par du café en prenant comme référence la prédiction de 2017</text:p>
     </table:table-cell>
     <table:table-cell/>
    </table:table-row>
    <table:table-row table:style-name="ro5">
     <table:table-cell office:value-type="date" office:date-value="2021-07-01" calcext:value-type="date">
      <text:p>01.07.21</text:p>
     </table:table-cell>
     <table:table-cell office:value-type="string" calcext:value-type="string"><text:p><text:span text:style-name="T3">Réunion avec l’équipe du Vietnam, peaufiner les projets QGIS et compressions des fichiers de rasters (method=zstd, predictor=3) pour les envoyer à l’équipe du Vietnam</text:span>,</text:p><text:p>Lire sur la méthode de pré-entraînement «REPTILE»</text:p>
     </table:table-cell>
     <table:table-cell/>
    </table:table-row>
    <table:table-row table:style-name="ro1">
     <table:table-cell office:value-type="date" office:date-value="2021-07-02" calcext:value-type="date">
      <text:p>02.07.21</text:p>
     </table:table-cell>
     <table:table-cell office:value-type="string" calcext:value-type="string">
      <text:p>Commencer à regarder les jeux de données des autres régions et à les télécharger.</text:p>
     </table:table-cell>
     <table:table-cell/>
    </table:table-row>
    <table:table-row table:style-name="ro1">
     <table:table-cell office:value-type="date" office:date-value="2021-07-05" calcext:value-type="date">
      <text:p>05.07.21</text:p>
     </table:table-cell>
     <table:table-cell office:value-type="string" calcext:value-type="string">
      <text:p>Réunion avec Thibaud Vantalon de l’équipe du Vietnam, essai du modèle à plusieurs sorties avec la correction par rapport à la remise à l’échelle, essai avec la collection 2 de Landsat 8 (les résultats se ressemblent)</text:p>
     </table:table-cell>
     <table:table-cell/>
    </table:table-row>
    <table:table-row table:style-name="ro1">
     <table:table-cell office:value-type="date" office:date-value="2021-07-06" calcext:value-type="date">
      <text:p>06.07.21</text:p>
     </table:table-cell>
     <table:table-cell office:value-type="string" calcext:value-type="string">
      <text:p>Réunion, continuer à lire sur Reptile et le modèle agnostique de méta-apprentissage (MAML), télécharger des données des différentes régions (le premier trimestre)</text:p>
     </table:table-cell>
     <table:table-cell/>
    </table:table-row>
    <table:table-row table:style-name="ro1">
     <table:table-cell office:value-type="date" office:date-value="2021-07-07" calcext:value-type="date">
      <text:p>07.07.21</text:p>
     </table:table-cell>
     <table:table-cell office:value-type="string" calcext:value-type="string">
      <text:p>Commencer l’implémentation de Reptile</text:p>
     </table:table-cell>
     <table:table-cell/>
    </table:table-row>
    <table:table-row table:style-name="ro1">
     <table:table-cell office:value-type="date" office:date-value="2021-07-08" calcext:value-type="date">
      <text:p>08.07.21</text:p>
     </table:table-cell>
     <table:table-cell office:value-type="string" calcext:value-type="string">
      <text:p>Implémentation de Reptile.</text:p>
     </table:table-cell>
     <table:table-cell/>
    </table:table-row>
    <table:table-row table:style-name="ro1">
     <table:table-cell office:value-type="date" office:date-value="2021-07-12" calcext:value-type="date">
      <text:p>12.07.21</text:p>
     </table:table-cell>
     <table:table-cell office:value-type="string" calcext:value-type="string">
      <text:p>Corriger des erreurs dans l’implémentation de Reptile, continuer sur le rapport</text:p>
     </table:table-cell>
     <table:table-cell/>
    </table:table-row>
    <table:table-row table:style-name="ro3">
     <table:table-cell office:value-type="date" office:date-value="2021-07-13" calcext:value-type="date">
      <text:p>13.07.21</text:p>
     </table:table-cell>
     <table:table-cell office:value-type="string" calcext:value-type="string"><text:p>Réunion avec Pr. Perez-Uribe et Ludovic Delafontaine, qui va devoir faire un projet similaire, où l’on a discuté de mon TB,</text:p><text:p>Discussion avec Pr. Satizabal Mejia Hector Fabio pour trouver l’erreur qui pouvait se trouver dans mon implémentation de Reptile,</text:p><text:p>Faire un graphe des erreurs de chaque dataset pour Reptile et essayer d’améliorer les performances. </text:p>
     </table:table-cell>
     <table:table-cell/>
    </table:table-row>
    <table:table-row table:style-name="ro1">
     <table:table-cell office:value-type="date" office:date-value="2021-07-14" calcext:value-type="date">
      <text:p>14.07.21</text:p>
     </table:table-cell>
     <table:table-cell office:value-type="string" calcext:value-type="string">
      <text:p>Continuer à entraîner le modèle Reptile, avancer sur le rapport</text:p>
     </table:table-cell>
     <table:table-cell/>
    </table:table-row>
    <table:table-row table:style-name="ro1">
     <table:table-cell office:value-type="date" office:date-value="2021-07-15" calcext:value-type="date">
      <text:p>15.07.21</text:p>
     </table:table-cell>
     <table:table-cell office:value-type="string" calcext:value-type="string">
      <text:p>Continuer à entraîner le modèle Reptile, avancer sur le rapport, mettre à jour la classification des labels en catégories pour que les labels dans les nouveaux jeux de données puissent être catégorisés</text:p>
     </table:table-cell>
     <table:table-cell/>
    </table:table-row>
    <table:table-row table:style-name="ro1">
     <table:table-cell office:value-type="date" office:date-value="2021-07-16" calcext:value-type="date">
      <text:p>16.07.21</text:p>
     </table:table-cell>
     <table:table-cell office:value-type="string" calcext:value-type="string">
      <text:p>Continuer à entraîner le modèle Reptile, avancer sur le rapport</text:p>
     </table:table-cell>
     <table:table-cell/>
    </table:table-row>
    <table:table-row table:style-name="ro1">
     <table:table-cell office:value-type="date" office:date-value="2021-07-17" calcext:value-type="date">
      <text:p>17.07.21</text:p>
     </table:table-cell>
     <table:table-cell office:value-type="string" calcext:value-type="string">
      <text:p>Relancer l’expérience de validation spatiale, relancer l’expérience avec tous les labels (avec les labels mis-à-jour), relancer l’expérience avec le modèle à plusieurs sorties (avec les labels et catégories mis-à-jour)</text:p>
     </table:table-cell>
     <table:table-cell/>
    </table:table-row>
    <table:table-row table:style-name="ro1">
     <table:table-cell office:value-type="date" office:date-value="2021-07-19" calcext:value-type="date">
      <text:p>19.07.21</text:p>
     </table:table-cell>
     <table:table-cell office:value-type="string" calcext:value-type="string">
      <text:p>Avancer sur le rapport, relancer l’expérience Reptile avec une architecture différente, accès au serveur de calcul de l’HEIG</text:p>
     </table:table-cell>
     <table:table-cell/>
    </table:table-row>
    <table:table-row table:style-name="ro1">
     <table:table-cell office:value-type="date" office:date-value="2021-07-20" calcext:value-type="date">
      <text:p>20.07.21</text:p>
     </table:table-cell>
     <table:table-cell office:value-type="string" calcext:value-type="string">
      <text:p>Réunion pour faire le point, faire un essai avec Reptile en gelant les couches pré-entraînées</text:p>
     </table:table-cell>
     <table:table-cell/>
    </table:table-row>
    <table:table-row table:style-name="ro1">
     <table:table-cell office:value-type="date" office:date-value="2021-07-21" calcext:value-type="date">
      <text:p>21.07.21</text:p>
     </table:table-cell>
     <table:table-cell office:value-type="string" calcext:value-type="string">
      <text:p>Continuer de faire des expériences avec Reptile (geler les couches par exemple) et regrouper les chemins d’accès dans un fichier config.py</text:p>
     </table:table-cell>
     <table:table-cell/>
    </table:table-row>
    <table:table-row table:style-name="ro1">
     <table:table-cell office:value-type="date" office:date-value="2021-07-22" calcext:value-type="date">
      <text:p>22.07.21</text:p>
     </table:table-cell>
     <table:table-cell office:value-type="string" calcext:value-type="string">
      <text:p>Changer tous les endroits où les chemins d’accès dépendaient du système d’exploitation, utiliser le fichier config.py dans tous les notebooks au lieu de définir dans chaque notebooks les chemins d’accès, essayer de faire tourner un notebook depuis un serveur de calcul, avancer sur le rapport</text:p>
     </table:table-cell>
     <table:table-cell/>
    </table:table-row>
    <table:table-row table:style-name="ro1">
     <table:table-cell office:value-type="date" office:date-value="2021-07-23" calcext:value-type="date">
      <text:p>23.07.21</text:p>
     </table:table-cell>
     <table:table-cell office:value-type="string" calcext:value-type="string">
      <text:p>Avancer sur le rapport, relancer certaines expériences avec un ensemble de label légèrement différent, commenter et améliorer le code</text:p>
     </table:table-cell>
     <table:table-cell/>
    </table:table-row>
    <table:table-row table:style-name="ro1">
     <table:table-cell office:value-type="date" office:date-value="2021-07-24" calcext:value-type="date">
      <text:p>24.07.21</text:p>
     </table:table-cell>
     <table:table-cell office:value-type="string" calcext:value-type="string">
      <text:p>Avancer sur le rapport, commenter le code</text:p>
     </table:table-cell>
     <table:table-cell/>
    </table:table-row>
    <table:table-row table:style-name="ro1">
     <table:table-cell office:value-type="date" office:date-value="2021-07-26" calcext:value-type="date">
      <text:p>26.07.21</text:p>
     </table:table-cell>
     <table:table-cell office:value-type="string" calcext:value-type="string">
      <text:p>Avancer sur le rapport</text:p>
     </table:table-cell>
     <table:table-cell/>
    </table:table-row>
    <table:table-row table:style-name="ro1">
     <table:table-cell office:value-type="date" office:date-value="2021-07-27" calcext:value-type="date">
      <text:p>27.07.21</text:p>
     </table:table-cell>
     <table:table-cell office:value-type="string" calcext:value-type="string">
      <text:p>Avancer sur le rapport, corriger une erreur que contenait la prédiction des rasters, lancer les prédictions finales</text:p>
     </table:table-cell>
     <table:table-cell/>
    </table:table-row>
    <table:table-row table:style-name="ro1">
     <table:table-cell office:value-type="date" office:date-value="2021-07-28" calcext:value-type="date">
      <text:p>28.07.21</text:p>
     </table:table-cell>
     <table:table-cell office:value-type="string" calcext:value-type="string">
      <text:p>Avancer sur le rapport, regarder si la prédiction de la déforestation correspond à de la réelle déforestation en comparant à différentes dates avec google earth pro.</text:p>
     </table:table-cell>
     <table:table-cell/>
    </table:table-row>
    <table:table-row table:style-name="ro1">
     <table:table-cell office:value-type="date" office:date-value="2021-07-29" calcext:value-type="date">
      <text:p>29.07.21</text:p>
     </table:table-cell>
     <table:table-cell office:value-type="string" calcext:value-type="string">
      <text:p>Corriger et relire le rapport, finir l’affiche, mettre en ordre le dossier visualizations, signer et rendre le TB</text:p>
     </table:table-cell>
     <table:table-cell/>
    </table:table-row>
   </table:table>
   <table:named-expressions/>
  </office:spreadsheet>
 </office:body>
</office:document>