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   <news:title>Deep Q Learning : Guide Complet — Q-Learning Profond</news:title>
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   <news:title>Flow Matching : Guide Complet — Génération par Correspondance de Flux</news:title>
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   <news:title>CPC : Guide Complet — Codage Prédictif Contrastif</news:title>
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   <news:title>Consistency Models : Guide Complet — Génération en un Seul Pas</news:title>
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    <news:language>fr</news:language>
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   <news:title>NTK : Guide Complet — Noyau Tangent Neuronal</news:title>
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   <news:title>Hyperbolic Neural Networks: Guide Complet - Embeddings dans l&amp;#039;Espace Hyperbolique</news:title>
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   <news:title>MLM : Guide Complet — Modélisation de Langage Masqué (BERT)</news:title>
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   <news:title>Signature Transform : Guide Complet — Transformée de Signature pour Séries Temporelles</news:title>
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    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
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   <news:title>GraphSAGE : Guide Complet — Généralisation d&amp;#039;Embeddings de Graphes</news:title>
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   <news:title>GAT : Guide Complet — Réseaux d&amp;#039;Attention sur Graphes</news:title>
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    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
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   <news:title>GCN : Guide Complet — Réseaux de Convolution sur Graphes</news:title>
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    <news:name>The Pingouin</news:name>
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   <news:title>Neural ODEs : Guide Complet — Équations Différentielles Ordinaires Neuronales</news:title>
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  <loc>https://www.thepingouin.com/2026/04/09/td3-twin-delayed-deep-deterministic-policy-gradient-guide/</loc>
  <lastmod>2026-04-09T18:49:22Z</lastmod>
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    <news:name>The Pingouin</news:name>
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   <news:title>TD3 : Guide Complet — Twin Delayed Deep Deterministic Policy Gradient</news:title>
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   <news:publication>
    <news:name>The Pingouin</news:name>
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   <news:title>Sparse Autoencoder : Guide Complet — Apprentissage de Représentations Parcimonieuses</news:title>
   <news:publication_date>2026-04-09T18:48:25Z</news:publication_date>
   <news:genres>Blog</news:genres>
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  <lastmod>2026-04-09T18:47:46Z</lastmod>
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   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
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   <news:title>Self-Attention pour Images : Guide Complet — Réseaux Non-Locaux</news:title>
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   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
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   <news:title>SAC : Guide Complet — Actor-Critic avec Entropie Maximale</news:title>
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  <loc>https://www.thepingouin.com/2026/04/09/maml-meta-apprentissage-modele-guide/</loc>
  <lastmod>2026-04-09T18:46:05Z</lastmod>
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   <news:publication>
    <news:name>The Pingouin</news:name>
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   <news:title>MAML : Guide Complet — Méta-Apprentissage Agnostique de Modèle</news:title>
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   <news:publication>
    <news:name>The Pingouin</news:name>
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   <news:title>Mixture of Experts : Guide Complet — Modèles à Experts Multiples</news:title>
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   <news:genres>Blog</news:genres>
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   <news:publication>
    <news:name>The Pingouin</news:name>
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   <news:title>Inférence Variationnelle : Guide Complet — Approximation Bayésienne</news:title>
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   <news:genres>Blog</news:genres>
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  <loc>https://www.thepingouin.com/2026/04/09/173-adversarial-training/</loc>
  <lastmod>2026-04-09T21:05:44Z</lastmod>
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   <news:publication>
    <news:name>The Pingouin</news:name>
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   <news:title>Entraînement Adversarial : Guide Complet — Robustesse face aux Attaques FGSM et PGD</news:title>
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    <news:name>The Pingouin</news:name>
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   <news:title>Réseaux Siamois : Guide Complet — Similarité par Réseaux Jumeaux</news:title>
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   <news:genres>Blog</news:genres>
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  <loc>https://www.thepingouin.com/2026/04/09/ddpg-gradient-politique-deterministe-profond-guide/</loc>
  <lastmod>2026-04-09T18:42:45Z</lastmod>
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   <news:publication>
    <news:name>The Pingouin</news:name>
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   <news:title>DDPG : Guide Complet — Gradient de Politique Déterministe Profond</news:title>
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   <news:genres>Blog</news:genres>
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  <loc>https://www.thepingouin.com/2026/04/09/simclr-apprentissage-contrastif-augmentations-guide/</loc>
  <lastmod>2026-04-09T18:42:09Z</lastmod>
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   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
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   <news:title>SimCLR : Guide Complet — Apprentissage Contrastif par Augmentations</news:title>
   <news:publication_date>2026-04-09T18:42:09Z</news:publication_date>
   <news:genres>Blog</news:genres>
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 <url>
  <loc>https://www.thepingouin.com/2026/04/09/quantile-regression-regression-quantile-guide/</loc>
  <lastmod>2026-04-09T18:41:30Z</lastmod>
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   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
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   <news:title>Quantile Regression : Guide Complet — Régression Quantile</news:title>
   <news:publication_date>2026-04-09T18:41:30Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
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 <url>
  <loc>https://www.thepingouin.com/2026/04/09/ppo-optimisation-proximale-renforcement-guide/</loc>
  <lastmod>2026-04-09T18:40:49Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>PPO : Guide Complet — Optimisation Proximale par Renforcement</news:title>
   <news:publication_date>2026-04-09T18:40:49Z</news:publication_date>
   <news:genres>Blog</news:genres>
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 <url>
  <loc>https://www.thepingouin.com/2026/04/09/mask-r-cnn-detection-segmentation-instances-guide/</loc>
  <lastmod>2026-04-09T18:40:01Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>Mask R-CNN : Guide Complet — Détection et Segmentation d&amp;#039;Instances</news:title>
   <news:publication_date>2026-04-09T18:40:01Z</news:publication_date>
   <news:genres>Blog</news:genres>
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 <url>
  <loc>https://www.thepingouin.com/2026/04/09/efficientnet-scaling-compose-reseaux-neurones-guide/</loc>
  <lastmod>2026-04-09T18:39:28Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
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   <news:title>EfficientNet : Guide Complet — Scaling Composite de Réseaux de Neurones</news:title>
   <news:publication_date>2026-04-09T18:39:28Z</news:publication_date>
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  <loc>https://www.thepingouin.com/2026/04/09/cartes-auto-organisatrices-kohonen-som-guide/</loc>
  <lastmod>2026-04-09T18:38:54Z</lastmod>
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   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
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   <news:title>SOM : Guide Complet — Cartes Auto-Organisatrices de Kohonen</news:title>
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  <loc>https://www.thepingouin.com/2026/04/09/ewc-consolidation-elastique-poids-apprentissage-continu-guide/</loc>
  <lastmod>2026-04-09T18:37:46Z</lastmod>
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   <news:publication>
    <news:name>The Pingouin</news:name>
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   <news:title>EWC : Guide Complet — Consolidation Élastique des Poids pour l&amp;#039;Apprentissage Continu</news:title>
   <news:publication_date>2026-04-09T18:37:46Z</news:publication_date>
   <news:genres>Blog</news:genres>
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  <loc>https://www.thepingouin.com/2026/04/09/catboost-gradient-boosting-donnees-categorielles-guide/</loc>
  <lastmod>2026-04-09T18:36:58Z</lastmod>
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   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
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   <news:title>CatBoost : Guide Complet — Gradient Boosting pour Données Catégorielles</news:title>
   <news:publication_date>2026-04-09T18:36:58Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
 </url>
 <url>
  <loc>https://www.thepingouin.com/2026/04/09/lightgbm-gradient-boosting-optimise-rapide-guide/</loc>
  <lastmod>2026-04-09T18:36:21Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>LightGBM : Guide Complet — Gradient Boosting Optimisé et Rapide</news:title>
   <news:publication_date>2026-04-09T18:36:21Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
 </url>
 <url>
  <loc>https://www.thepingouin.com/2026/04/09/u-net-segmentation-images-reseaux-guide/</loc>
  <lastmod>2026-04-09T18:35:49Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>U-Net : Guide Complet — Segmentation d&amp;#039;Images par Réseaux en U</news:title>
   <news:publication_date>2026-04-09T18:35:49Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
 </url>
 <url>
  <loc>https://www.thepingouin.com/2026/04/09/densenet-reseaux-connexions-denses-guide/</loc>
  <lastmod>2026-04-09T18:35:17Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>DenseNet : Guide Complet — Réseaux à Connexions Denses</news:title>
   <news:publication_date>2026-04-09T18:35:17Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
 </url>
 <url>
  <loc>https://www.thepingouin.com/2026/04/09/resnet-reseaux-residuels-connexions-sautantes-guide/</loc>
  <lastmod>2026-04-09T18:34:35Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>ResNet : Guide Complet — Réseaux Résiduels et Connexions Sautantes</news:title>
   <news:publication_date>2026-04-09T18:34:35Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
 </url>
 <url>
  <loc>https://www.thepingouin.com/2026/04/09/dropout-regularisation-desactivation-aleatoire-guide/</loc>
  <lastmod>2026-04-09T18:33:46Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>Dropout : Guide Complet — Régularisation par Désactivation Aléatoire</news:title>
   <news:publication_date>2026-04-09T18:33:46Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
 </url>
 <url>
  <loc>https://www.thepingouin.com/2026/04/09/batch-normalization-normalisation-lots-guide/</loc>
  <lastmod>2026-04-09T18:33:14Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>Batch Normalization : Guide Complet — Normalisation par Lots</news:title>
   <news:publication_date>2026-04-09T18:33:14Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
 </url>
 <url>
  <loc>https://www.thepingouin.com/2026/04/09/processus-gaussiens-regression-bayesienne-non-parametrique-guide/</loc>
  <lastmod>2026-04-09T18:32:27Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>Processus Gaussiens : Guide Complet — Régression Bayésienne Non-Paramétrique</news:title>
   <news:publication_date>2026-04-09T18:32:27Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
 </url>
 <url>
  <loc>https://www.thepingouin.com/2026/04/09/gumbel-softmax-echantillonnage-differentiable-discret-guide/</loc>
  <lastmod>2026-04-09T18:31:50Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>Gumbel-Softmax : Guide Complet — Échantillonnage Différentiable Discret</news:title>
   <news:publication_date>2026-04-09T18:31:50Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
 </url>
 <url>
  <loc>https://www.thepingouin.com/2026/04/09/contrastive-predictive-coding-prevision-contraste-latent-guide/</loc>
  <lastmod>2026-04-09T18:30:59Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>Contrastive Predictive Coding : Guide Complet — Prévision Contrastive dans l&amp;#039;Espace Latent</news:title>
   <news:publication_date>2026-04-09T18:30:59Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
 </url>
 <url>
  <loc>https://www.thepingouin.com/2026/04/09/pooling-layers-couches-regroupement-cnn-guide/</loc>
  <lastmod>2026-04-09T18:30:16Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>Pooling Layers : Guide Complet — Couches de Regroupement dans les CNN</news:title>
   <news:publication_date>2026-04-09T18:30:16Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
 </url>
 <url>
  <loc>https://www.thepingouin.com/2026/04/09/151-spatial-transformer-network/</loc>
  <lastmod>2026-04-09T20:40:08Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>Spatial Transformer Networks : Guide Complet — Invariance Spatiale Apprise</news:title>
   <news:publication_date>2026-04-09T18:29:34Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
 </url>
 <url>
  <loc>https://www.thepingouin.com/2026/04/09/online-learning-apprentissage-flux-continu-guide/</loc>
  <lastmod>2026-04-09T18:29:12Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>Online Learning : Guide Complet — Apprentissage en Flux Continu</news:title>
   <news:publication_date>2026-04-09T18:29:12Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
 </url>
 <url>
  <loc>https://www.thepingouin.com/2026/04/09/methodes-noyaux-svm-kernel-pca-guide/</loc>
  <lastmod>2026-04-09T18:28:25Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>Méthodes à Noyaux : Guide Complet — SVM Kernel et Kernel PCA</news:title>
   <news:publication_date>2026-04-09T18:28:25Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
 </url>
 <url>
  <loc>https://www.thepingouin.com/2026/04/09/continual-learning-apprentissage-continu-sans-oubli-guide/</loc>
  <lastmod>2026-04-09T18:27:42Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>Continual Learning : Guide Complet — Apprentissage Continu sans Oubli</news:title>
   <news:publication_date>2026-04-09T18:27:42Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
 </url>
 <url>
  <loc>https://www.thepingouin.com/2026/04/09/label-propagation-propagation-etiquettes-graphes-guide/</loc>
  <lastmod>2026-04-09T18:27:00Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>Label Propagation : Guide Complet — Propagation d&amp;#039;Étiquettes sur Graphes</news:title>
   <news:publication_date>2026-04-09T18:27:00Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
 </url>
 <url>
  <loc>https://www.thepingouin.com/2026/04/09/multi-task-learning-apprentissage-multi-taches-guide/</loc>
  <lastmod>2026-04-09T18:26:12Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>Multi-Task Learning : Guide Complet — Apprentissage Multi-Tâches</news:title>
   <news:publication_date>2026-04-09T18:26:12Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
 </url>
 <url>
  <loc>https://www.thepingouin.com/2026/04/09/gcn-semi-supervise-classification-graphes-peu-etiquettes-guide/</loc>
  <lastmod>2026-04-09T18:25:36Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>GCN Semi-Supervisé : Guide Complet — Classification sur Graphes avec Peu d&amp;#039;Étiquettes</news:title>
   <news:publication_date>2026-04-09T18:25:26Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
 </url>
 <url>
  <loc>https://www.thepingouin.com/2026/04/09/hyperband-optimisation-hyperparametres-efficace-guide/</loc>
  <lastmod>2026-04-09T18:24:52Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>Hyperband : Guide Complet — Optimisation d&amp;#039;Hyperparamètres Efficace</news:title>
   <news:publication_date>2026-04-09T18:24:40Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
 </url>
 <url>
  <loc>https://www.thepingouin.com/2026/04/09/142-self-organizing-maps/</loc>
  <lastmod>2026-04-09T20:39:21Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>Self-Organizing Maps : Guide Complet — Cartes de Kohonen et Topologie</news:title>
   <news:publication_date>2026-04-09T18:23:35Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
 </url>
 <url>
  <loc>https://www.thepingouin.com/2026/04/09/142-neural-turing-machine/</loc>
  <lastmod>2026-04-09T20:38:37Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>Neural Turing Machine : Guide Complet — Mémoire Externe Différentiable</news:title>
   <news:publication_date>2026-04-09T18:22:51Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
 </url>
 <url>
  <loc>https://www.thepingouin.com/2026/04/09/knowledge-distillation-distillation-connaissances-guide/</loc>
  <lastmod>2026-04-09T20:37:41Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>Knowledge Distillation : Guide Complet — Distillation de Connaissances</news:title>
   <news:publication_date>2026-04-09T18:22:04Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
 </url>
 <url>
  <loc>https://www.thepingouin.com/2026/04/09/graph-attention-network-gat-guide/</loc>
  <lastmod>2026-04-09T21:02:19Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>Graph Attention Network (GAT) : Guide Complet — Attention sur Graphes</news:title>
   <news:publication_date>2026-04-09T18:20:31Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
 </url>
 <url>
  <loc>https://www.thepingouin.com/2026/04/09/detection-anomalies-autoencodeur-guide/</loc>
  <lastmod>2026-04-09T21:00:25Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>Détection d&amp;#039;Anomalies par Autoencodeur : Guide Complet</news:title>
   <news:publication_date>2026-04-09T18:19:15Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
 </url>
 <url>
  <loc>https://www.thepingouin.com/2026/04/09/prophet-previsions-temporelles-facebook-guide/</loc>
  <lastmod>2026-04-09T20:33:46Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>Prophet : Guide Complet — Prévisions Temporelles avec Facebook Prophet</news:title>
   <news:publication_date>2026-04-09T18:18:38Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
 </url>
 <url>
  <loc>https://www.thepingouin.com/2026/04/09/deep-q-network-dqn-reinforcement-learning-guide/</loc>
  <lastmod>2026-04-09T20:33:00Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>Deep Q-Network : Guide Complet — DQN et Deep Reinforcement Learning</news:title>
   <news:publication_date>2026-04-09T18:17:52Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
 </url>
 <url>
  <loc>https://www.thepingouin.com/2026/04/09/feature-engineering-selection-caracteristiques-guide/</loc>
  <lastmod>2026-04-09T18:16:47Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>Feature Engineering : Guide Complet — Ingénierie des Caractéristiques</news:title>
   <news:publication_date>2026-04-09T18:16:47Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
 </url>
 <url>
  <loc>https://www.thepingouin.com/2026/04/09/optimisation-bayesienne-hyperparameter-tuning-guide/</loc>
  <lastmod>2026-04-09T18:16:04Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>Optimisation Bayésienne : Guide Complet — Hyperparameter Tuning Intelligent</news:title>
   <news:publication_date>2026-04-09T18:16:04Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
 </url>
 <url>
  <loc>https://www.thepingouin.com/2026/04/09/active-learning-apprentissage-actif-guide/</loc>
  <lastmod>2026-04-09T18:15:34Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>Active Learning : Guide Complet — Apprentissage Actif</news:title>
   <news:publication_date>2026-04-09T18:15:23Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
 </url>
 <url>
  <loc>https://www.thepingouin.com/2026/04/09/llm-grands-modeles-langage-guide/</loc>
  <lastmod>2026-04-09T18:14:52Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>LLM : Guide Complet — Grands Modèles de Langage</news:title>
   <news:publication_date>2026-04-09T18:14:42Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
 </url>
 <url>
  <loc>https://www.thepingouin.com/2026/04/09/bagging-bootstrap-aggregating-guide/</loc>
  <lastmod>2026-04-09T18:14:14Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>Bagging : Guide Complet — Bootstrap Aggregating</news:title>
   <news:publication_date>2026-04-09T18:14:04Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
 </url>
 <url>
  <loc>https://www.thepingouin.com/2026/04/09/capsule-networks-reseaux-capsules-hinton-guide/</loc>
  <lastmod>2026-04-09T18:13:32Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>Capsule Networks : Guide Complet — Réseaux de Capsules de Hinton</news:title>
   <news:publication_date>2026-04-09T18:13:21Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
 </url>
 <url>
  <loc>https://www.thepingouin.com/2026/04/09/recommender-systems-filtrage-collaboratif-guide/</loc>
  <lastmod>2026-04-09T18:12:43Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>Systèmes de Recommandation : Guide Complet — Filtrage Collaboratif et Matrix Factorization</news:title>
   <news:publication_date>2026-04-09T18:12:31Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
 </url>
 <url>
  <loc>https://www.thepingouin.com/2026/04/09/shap-lime-ia-explicable-guide/</loc>
  <lastmod>2026-04-09T18:11:35Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>SHAP et LIME : Guide Complet — IA Explicable</news:title>
   <news:publication_date>2026-04-09T18:11:11Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
 </url>
 <url>
  <loc>https://www.thepingouin.com/2026/04/09/maml-meta-learning-agnostique-modele-guide/</loc>
  <lastmod>2026-04-09T18:09:22Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>MAML : Guide Complet — Meta-Learning Agnostique au Modèle</news:title>
   <news:publication_date>2026-04-09T18:09:22Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
 </url>
 <url>
  <loc>https://www.thepingouin.com/2026/04/09/diffusion-models-modeles-diffusion-generation-guide/</loc>
  <lastmod>2026-04-09T18:08:46Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>Diffusion Models : Guide Complet — Modèles de Diffusion pour la Génération</news:title>
   <news:publication_date>2026-04-09T18:08:46Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
 </url>
 <url>
  <loc>https://www.thepingouin.com/2026/04/09/neural-ode-equations-differentielles-reseaux-guide/</loc>
  <lastmod>2026-04-09T18:08:07Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>Neural ODE : Guide Complet — Équations Différentielles et Réseaux de Neurones</news:title>
   <news:publication_date>2026-04-09T18:08:07Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
 </url>
 <url>
  <loc>https://www.thepingouin.com/2026/04/09/graph-neural-network-reseaux-neurones-graphes-guide/</loc>
  <lastmod>2026-04-09T18:07:30Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>Graph Neural Network : Guide Complet — Réseaux de Neurones sur Graphes</news:title>
   <news:publication_date>2026-04-09T18:07:30Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
 </url>
 <url>
  <loc>https://www.thepingouin.com/2026/04/09/contrastive-learning-apprentissage-contraste-guide/</loc>
  <lastmod>2026-04-09T18:06:42Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>Contrastive Learning : Guide Complet — Apprentissage par Contraste</news:title>
   <news:publication_date>2026-04-09T18:06:42Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
 </url>
 <url>
  <loc>https://www.thepingouin.com/2026/04/09/federated-learning-apprentissage-federe-guide/</loc>
  <lastmod>2026-04-09T18:05:55Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>Federated Learning : Guide Complet — Apprentissage Fédéré</news:title>
   <news:publication_date>2026-04-09T18:05:55Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
 </url>
 <url>
  <loc>https://www.thepingouin.com/2026/04/09/optuna-optimisation-hyperparameters-guide/</loc>
  <lastmod>2026-04-09T18:05:12Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>Optuna : Guide Complet — Optimisation d&amp;#039;Hyperparamètres</news:title>
   <news:publication_date>2026-04-09T18:05:12Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
 </url>
 <url>
  <loc>https://www.thepingouin.com/2026/04/09/automl-machine-learning-automatise-guide/</loc>
  <lastmod>2026-04-09T18:04:34Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>AutoML : Guide Complet — Machine Learning Automatisé</news:title>
   <news:publication_date>2026-04-09T18:04:34Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
 </url>
 <url>
  <loc>https://www.thepingouin.com/2026/04/09/lightgbm-gradient-boosting-efficace-guide/</loc>
  <lastmod>2026-04-09T18:04:01Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>LightGBM : Guide Complet — Gradient Boosting Efficace</news:title>
   <news:publication_date>2026-04-09T18:04:01Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
 </url>
 <url>
  <loc>https://www.thepingouin.com/2026/04/09/xgboost-gradient-boosting-extreme-guide/</loc>
  <lastmod>2026-04-09T18:03:25Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>XGBoost : Guide Complet — Gradient Boosting Extrême</news:title>
   <news:publication_date>2026-04-09T18:03:25Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
 </url>
 <url>
  <loc>https://www.thepingouin.com/2026/04/09/isolation-forest-detection-anomalies-guide/</loc>
  <lastmod>2026-04-09T18:02:50Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>Isolation Forest : Guide Complet — Détection d&amp;#039;Anomalies</news:title>
   <news:publication_date>2026-04-09T18:02:50Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
 </url>
 <url>
  <loc>https://www.thepingouin.com/2026/04/09/particle-swarm-optimization-optimisation-essaim-guide/</loc>
  <lastmod>2026-04-09T18:02:17Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>Particle Swarm Optimization : Guide Complet — Optimisation par Essaim</news:title>
   <news:publication_date>2026-04-09T18:02:17Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
 </url>
 <url>
  <loc>https://www.thepingouin.com/2026/04/09/genetic-algorithm-algorithme-genetique-guide/</loc>
  <lastmod>2026-04-09T18:01:40Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>Genetic Algorithm : Guide Complet — Algorithme Génétique</news:title>
   <news:publication_date>2026-04-09T18:01:40Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
 </url>
 <url>
  <loc>https://www.thepingouin.com/2026/04/09/ppo-proximal-policy-optimization-guide/</loc>
  <lastmod>2026-04-09T18:00:56Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>PPO : Guide Complet — Proximal Policy Optimization</news:title>
   <news:publication_date>2026-04-09T18:00:56Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
 </url>
 <url>
  <loc>https://www.thepingouin.com/2026/04/09/nlp-pipeline-traitement-automatique-langage-guide/</loc>
  <lastmod>2026-04-09T18:00:04Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>NLP Pipeline : Guide Complet — Traitement Automatique du Langage</news:title>
   <news:publication_date>2026-04-09T18:00:04Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
 </url>
 <url>
  <loc>https://www.thepingouin.com/2026/04/09/a3c-acteur-critique-asynchrone-guide/</loc>
  <lastmod>2026-04-09T17:59:21Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>A3C : Guide Complet — Acteur-Critique Asynchrone</news:title>
   <news:publication_date>2026-04-09T17:59:10Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
 </url>
 <url>
  <loc>https://www.thepingouin.com/2026/04/09/policy-gradient-optimisation-politique-guide/</loc>
  <lastmod>2026-04-09T17:58:25Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>Policy Gradient : Guide Complet — Optimisation Directe de la Politique</news:title>
   <news:publication_date>2026-04-09T17:58:08Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
 </url>
 <url>
  <loc>https://www.thepingouin.com/2026/04/09/deep-q-network-dqn-q-learning-profond-guide/</loc>
  <lastmod>2026-04-09T17:57:23Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>Deep Q-Network (DQN) : Guide Complet — Q-Learning Profond</news:title>
   <news:publication_date>2026-04-09T17:57:13Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
 </url>
 <url>
  <loc>https://www.thepingouin.com/2026/04/09/q-learning-apprentissage-renforcement-guide/</loc>
  <lastmod>2026-04-09T17:56:39Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>Q-Learning : Guide Complet — Apprentissage par Renforcement</news:title>
   <news:publication_date>2026-04-09T17:56:34Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
 </url>
 <url>
  <loc>https://www.thepingouin.com/2026/04/09/neural-style-transfer-transfert-style-artistique-guide/</loc>
  <lastmod>2026-04-09T20:31:45Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>Neural Style Transfer : Guide Complet — Transfert de Style Artistique</news:title>
   <news:publication_date>2026-04-09T17:55:51Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
 </url>
 <url>
  <loc>https://www.thepingouin.com/2026/04/09/siamese-network-reseaux-siamois-similarite-guide/</loc>
  <lastmod>2026-04-09T20:31:06Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>Siamese Network : Guide Complet — Réseaux Siamois pour la Similarité</news:title>
   <news:publication_date>2026-04-09T17:54:42Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
 </url>
 <url>
  <loc>https://www.thepingouin.com/2026/04/09/deepsort-suivi-multi-objets-guide/</loc>
  <lastmod>2026-04-09T20:14:41Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>DeepSORT : Guide Complet — Suivi Multi-Objets avec Deep Learning</news:title>
   <news:publication_date>2026-04-09T17:54:04Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
 </url>
 <url>
  <loc>https://www.thepingouin.com/2026/04/09/yolo-detection-objets-temps-reel-guide/</loc>
  <lastmod>2026-04-09T20:14:02Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>YOLO : Guide Complet — Détection d&amp;#039;Objets en Temps Réel</news:title>
   <news:publication_date>2026-04-09T17:53:27Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
 </url>
 <url>
  <loc>https://www.thepingouin.com/2026/04/09/vision-transformer-vit-guide/</loc>
  <lastmod>2026-04-09T17:52:43Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>Vision Transformer (ViT) : Guide Complet — Transformer Appliqué à l&amp;#039;Image</news:title>
   <news:publication_date>2026-04-09T17:52:43Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
 </url>
 <url>
  <loc>https://www.thepingouin.com/2026/04/09/word-embeddings-word2vec-glove-fasttext-guide/</loc>
  <lastmod>2026-04-09T17:52:04Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>Word Embeddings : Guide Complet — Word2Vec, GloVe, FastText</news:title>
   <news:publication_date>2026-04-09T17:52:04Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
 </url>
 <url>
  <loc>https://www.thepingouin.com/2026/04/09/gpt-generative-pretrained-transformer-guide/</loc>
  <lastmod>2026-04-09T17:51:28Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>GPT : Guide Complet — Generative Pre-trained Transformer</news:title>
   <news:publication_date>2026-04-09T17:51:28Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
 </url>
 <url>
  <loc>https://www.thepingouin.com/2026/04/09/resnet-reseau-residuel-guide/</loc>
  <lastmod>2026-04-09T17:50:56Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>ResNet : Guide Complet — Réseau Résiduel et Skip Connections</news:title>
   <news:publication_date>2026-04-09T17:50:56Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
 </url>
 <url>
  <loc>https://www.thepingouin.com/2026/04/09/bert-modele-langage-bidirectionnel-guide/</loc>
  <lastmod>2026-04-09T17:50:27Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>BERT : Guide Complet — Modèles de Langage Bidirectionnels</news:title>
   <news:publication_date>2026-04-09T17:50:27Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
 </url>
 <url>
  <loc>https://www.thepingouin.com/2026/04/09/transformer-architecture-self-attention-guide/</loc>
  <lastmod>2026-04-09T17:49:53Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>Transformer : Guide Complet — Architecture Transformer et Self-Attention</news:title>
   <news:publication_date>2026-04-09T17:49:53Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
 </url>
 <url>
  <loc>https://www.thepingouin.com/2026/04/09/attention-mechanism-guide-complet/</loc>
  <lastmod>2026-04-09T17:49:20Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>Attention Mechanism : Guide Complet — Mécanisme d&amp;#039;Attention</news:title>
   <news:publication_date>2026-04-09T17:49:20Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
 </url>
 <url>
  <loc>https://www.thepingouin.com/2026/04/09/transfer-learning-apprentissage-par-transfert-guide/</loc>
  <lastmod>2026-04-09T17:48:50Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>Transfer Learning : Guide Complet — Apprentissage par Transfert</news:title>
   <news:publication_date>2026-04-09T17:48:50Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
 </url>
 <url>
  <loc>https://www.thepingouin.com/2026/04/09/unet-segmentation-images-guide/</loc>
  <lastmod>2026-04-09T17:48:20Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>U-Net : Guide Complet — Architecture de Segmentation d&amp;#039;Images</news:title>
   <news:publication_date>2026-04-09T17:48:20Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
 </url>
 <url>
  <loc>https://www.thepingouin.com/2026/04/09/som-carte-auto-organisatrice-kohonen-guide/</loc>
  <lastmod>2026-04-09T17:47:51Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>SOM (Self-Organizing Map) : Guide Complet — Carte Auto-Organisatrice de Kohonen</news:title>
   <news:publication_date>2026-04-09T17:47:51Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
 </url>
 <url>
  <loc>https://www.thepingouin.com/2026/04/09/gan-reseau-antagoniste-generatif-guide/</loc>
  <lastmod>2026-04-09T17:47:10Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>GAN (Generative Adversarial Network) : Guide Complet — Réseaux Antagonistes Génératifs</news:title>
   <news:publication_date>2026-04-09T17:47:10Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
 </url>
 <url>
  <loc>https://www.thepingouin.com/2026/04/09/vae-autoencodeur-variationnel-guide/</loc>
  <lastmod>2026-04-09T20:13:22Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>VAE (Variational Autoencoder) : Guide Complet — Autoencodeur Variationnel</news:title>
   <news:publication_date>2026-04-09T17:46:32Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
 </url>
 <url>
  <loc>https://www.thepingouin.com/2026/04/09/autoencoder-reduction-dimension-guide/</loc>
  <lastmod>2026-04-09T17:45:58Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>Autoencoder : Guide Complet — Réduction de Dimension par Réseau de Neurones</news:title>
   <news:publication_date>2026-04-09T17:45:58Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
 </url>
 <url>
  <loc>https://www.thepingouin.com/2026/04/09/tsne-visualisation-haute-dimension-guide/</loc>
  <lastmod>2026-04-09T17:45:26Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>t-SNE : Guide Complet — Visualisation de Données en Haute Dimension</news:title>
   <news:publication_date>2026-04-09T17:45:26Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
 </url>
 <url>
  <loc>https://www.thepingouin.com/2026/04/09/pca-analyse-composantes-principales-guide/</loc>
  <lastmod>2026-04-09T17:44:55Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>PCA (Analyse en Composantes Principales) : Guide Complet — Réduction de Dimension</news:title>
   <news:publication_date>2026-04-09T17:44:55Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
 </url>
 <url>
  <loc>https://www.thepingouin.com/2026/04/09/voting-ensemble-vote-majoritaire-guide/</loc>
  <lastmod>2026-04-09T17:44:21Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>Voting Ensemble : Guide Complet — Vote Majoritaire de Modèles</news:title>
   <news:publication_date>2026-04-09T17:44:21Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
 </url>
 <url>
  <loc>https://www.thepingouin.com/2026/04/09/stacking-empilement-modeles-guide/</loc>
  <lastmod>2026-04-09T17:43:52Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>Stacking : Guide Complet — Empilement de Modèles</news:title>
   <news:publication_date>2026-04-09T17:43:52Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
 </url>
 <url>
  <loc>https://www.thepingouin.com/2026/04/09/catboost-categorical-boosting-guide/</loc>
  <lastmod>2026-04-09T17:43:15Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>CatBoost : Guide Complet — Categorical Boosting</news:title>
   <news:publication_date>2026-04-09T17:43:15Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
 </url>
 <url>
  <loc>https://www.thepingouin.com/2026/04/09/lightgbm-gradient-boosting-rapide-guide/</loc>
  <lastmod>2026-04-09T17:42:50Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>LightGBM : Guide Complet — Gradient Boosting Rapide et Léger</news:title>
   <news:publication_date>2026-04-09T17:42:40Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
 </url>
 <url>
  <loc>https://www.thepingouin.com/2026/04/09/xgboost-extreme-gradient-boosting-guide/</loc>
  <lastmod>2026-04-09T17:42:13Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>XGBoost : Guide Complet — Extreme Gradient Boosting</news:title>
   <news:publication_date>2026-04-09T17:42:07Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
 </url>
 <url>
  <loc>https://www.thepingouin.com/2026/04/09/extra-trees-arbres-extremement-aleatoires-guide/</loc>
  <lastmod>2026-04-09T17:41:43Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>Extra Trees : Guide Complet — Arbres Extrêmement Aléatoires</news:title>
   <news:publication_date>2026-04-09T17:41:29Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
 </url>
 <url>
  <loc>https://www.thepingouin.com/2026/04/09/random-forest-foret-aleatoire-guide/</loc>
  <lastmod>2026-04-09T17:40:56Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>Random Forest : Guide Complet — Forêt Aléatoire</news:title>
   <news:publication_date>2026-04-09T17:40:47Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
 </url>
 <url>
  <loc>https://www.thepingouin.com/2026/04/09/elastic-net-regression-regularisation-guide/</loc>
  <lastmod>2026-04-09T17:40:17Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>Elastic Net : Guide Complet — Régularisation L1 + L2 Combinées</news:title>
   <news:publication_date>2026-04-09T17:40:07Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
 </url>
 <url>
  <loc>https://www.thepingouin.com/2026/04/09/qda-analyse-discriminante-quadratique-guide/</loc>
  <lastmod>2026-04-09T17:04:39Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>QDA (Quadratic Discriminant Analysis) : Guide Complet — Analyse Discriminante Quadratique</news:title>
   <news:publication_date>2026-04-09T17:04:39Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
 </url>
 <url>
  <loc>https://www.thepingouin.com/2026/04/09/regression-pls-guide-complet/</loc>
  <lastmod>2026-04-09T16:23:22Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>Régression PLS : Guide Complet — Principes, Exemples et Implémentation Python</news:title>
   <news:publication_date>2026-04-09T16:23:13Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
 </url>
 <url>
  <loc>https://www.thepingouin.com/2026/04/09/regression-ridge-guide-complet/</loc>
  <lastmod>2026-04-09T16:16:36Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>Régression Ridge : Guide Complet — Principes, Exemples et Implémentation Python</news:title>
   <news:publication_date>2026-04-09T16:16:24Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
 </url>
 <url>
  <loc>https://www.thepingouin.com/2026/04/09/svm-machine-a-vecteurs-de-support-guide/</loc>
  <lastmod>2026-04-09T17:05:08Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>SVM (Support Vector Machine) : Guide Complet — Machine à Vecteurs de Support</news:title>
   <news:publication_date>2026-04-09T15:59:53Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
 </url>
 <url>
  <loc>https://www.thepingouin.com/2026/04/09/lda-analyse-discriminante-lineaire-guide/</loc>
  <lastmod>2026-04-09T17:04:03Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>LDA (Linear Discriminant Analysis) : Guide Complet — Analyse Discriminante Linéaire</news:title>
   <news:publication_date>2026-04-09T15:57:19Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
 </url>
 <url>
  <loc>https://www.thepingouin.com/2026/04/09/knn-classification-k-plus-proches-voisins-guide/</loc>
  <lastmod>2026-04-09T17:03:34Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>KNN (K-Nearest Neighbors) : Guide Complet — Classification par Proximité</news:title>
   <news:publication_date>2026-04-09T15:55:44Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
 </url>
 <url>
  <loc>https://www.thepingouin.com/2026/04/09/naive-bayes-classification-bayesienne-guide-complet/</loc>
  <lastmod>2026-04-09T17:03:05Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>Naive Bayes : Guide Complet — Principes, Exemples et Implémentation Python</news:title>
   <news:publication_date>2026-04-09T15:54:32Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
 </url>
 <url>
  <loc>https://www.thepingouin.com/2026/04/09/decision-stump-classifieur-guide-complet/</loc>
  <lastmod>2026-04-09T17:02:39Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>Decision Stump : Guide Complet — Principes, Exemples et Implémentation Python</news:title>
   <news:publication_date>2026-04-09T15:53:50Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
 </url>
 <url>
  <loc>https://www.thepingouin.com/2026/04/09/rbf-network-reseau-fonction-radiale-guide-complet/</loc>
  <lastmod>2026-04-09T17:02:07Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>RBF Network : Guide Complet — Principes, Exemples et Implémentation Python</news:title>
   <news:publication_date>2026-04-09T15:53:17Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
 </url>
 <url>
  <loc>https://www.thepingouin.com/2026/04/09/mlp-multi-layer-perceptron-guide-complet/</loc>
  <lastmod>2026-04-09T17:01:36Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>MLP (Multi-Layer Perceptron) : Guide Complet — Principes, Exemples et Implémentation Python</news:title>
   <news:publication_date>2026-04-09T15:52:43Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
 </url>
 <url>
  <loc>https://www.thepingouin.com/2026/04/09/madaline-reseau-neurones-guide-complet/</loc>
  <lastmod>2026-04-09T17:01:02Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>MADALINE : Guide Complet — Principes, Exemples et Implémentation Python</news:title>
   <news:publication_date>2026-04-09T15:52:01Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
 </url>
 <url>
  <loc>https://www.thepingouin.com/2026/04/09/adaline-classifieur-lineaire-guide-complet/</loc>
  <lastmod>2026-04-09T17:00:32Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>ADALINE : Guide Complet — Principes, Exemples et Implémentation Python</news:title>
   <news:publication_date>2026-04-09T15:51:16Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
 </url>
 <url>
  <loc>https://www.thepingouin.com/2026/04/09/perceptron-classifieur-lineaire-guide-complet/</loc>
  <lastmod>2026-04-09T16:59:28Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>Perceptron : Guide Complet — Principes, Exemples et Implémentation Python</news:title>
   <news:publication_date>2026-04-09T15:50:09Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
 </url>
 <url>
  <loc>https://www.thepingouin.com/2026/04/09/k-nearest-neighbors-knn-guide-complet/</loc>
  <lastmod>2026-04-09T16:58:48Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>K-Nearest Neighbors (KNN) : Guide Complet — Classification et Régression en Python</news:title>
   <news:publication_date>2026-04-09T15:49:30Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
 </url>
 <url>
  <loc>https://www.thepingouin.com/2026/04/09/recuit-simule-simulated-annealing-guide-complet/</loc>
  <lastmod>2026-04-09T16:58:18Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>Recuit Simulé (Simulated Annealing) : Guide Complet — Principes, Exemples et Implémentation Python</news:title>
   <news:publication_date>2026-04-09T15:48:56Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
 </url>
 <url>
  <loc>https://www.thepingouin.com/2026/04/09/particle-swarm-optimization-pso-guide-complet/</loc>
  <lastmod>2026-04-09T16:57:42Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>Particle Swarm Optimization (PSO) : Guide Complet — Principes, Exemples et Implémentation Python</news:title>
   <news:publication_date>2026-04-09T15:48:17Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
 </url>
 <url>
  <loc>https://www.thepingouin.com/2026/04/09/bayesian-optimization-hyperparametres-guide-complet/</loc>
  <lastmod>2026-04-09T16:57:08Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>Bayesian Optimization : Guide Complet — Principes, Exemples et Implémentation Python</news:title>
   <news:publication_date>2026-04-09T15:47:41Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
 </url>
 <url>
  <loc>https://www.thepingouin.com/2026/04/09/random-search-optimisation-hyperparametres-guide-complet/</loc>
  <lastmod>2026-04-09T16:56:22Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>Random Search : Guide Complet — Optimisation d&amp;#039;Hyperparamètres en Python</news:title>
   <news:publication_date>2026-04-09T15:47:02Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
 </url>
 <url>
  <loc>https://www.thepingouin.com/2026/04/09/algorithmes-genetiques-optimisation-guide-complet/</loc>
  <lastmod>2026-04-09T16:55:38Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>Algorithmes Génétiques : Guide Complet — Principes, Exemples et Implémentation Python</news:title>
   <news:publication_date>2026-04-09T15:46:24Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
 </url>
 <url>
  <loc>https://www.thepingouin.com/2026/04/09/laplacian-eigenmaps-reduction-dimensionalite-guide-complet/</loc>
  <lastmod>2026-04-09T16:55:07Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>Laplacian Eigenmaps : Guide Complet — Principes, Exemples et Implémentation Python</news:title>
   <news:publication_date>2026-04-09T15:45:37Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
 </url>
 <url>
  <loc>https://www.thepingouin.com/2026/04/09/expectation-maximization-em-algorithme-guide-complet/</loc>
  <lastmod>2026-04-09T16:54:37Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>E-M (Expectation-Maximization) : Guide Complet — Principes, Exemples et Implémentation Python</news:title>
   <news:publication_date>2026-04-09T15:45:02Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
 </url>
 <url>
  <loc>https://www.thepingouin.com/2026/04/09/fp-growth-regles-association-guide-complet/</loc>
  <lastmod>2026-04-09T16:53:58Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>FP-Growth : Guide Complet — Principes, Exemples et Implémentation Python</news:title>
   <news:publication_date>2026-04-09T15:44:05Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
 </url>
 <url>
  <loc>https://www.thepingouin.com/2026/04/09/apriori-regles-association-guide-complet/</loc>
  <lastmod>2026-04-09T16:53:31Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>Apriori : Guide Complet — Principes, Exemples et Implémentation Python</news:title>
   <news:publication_date>2026-04-09T15:43:35Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
 </url>
 <url>
  <loc>https://www.thepingouin.com/2026/04/09/elliptic-envelope-detection-anomalies-guide-complet/</loc>
  <lastmod>2026-04-09T16:53:01Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>Elliptic Envelope : Guide Complet — Principes, Exemples et Implémentation Python</news:title>
   <news:publication_date>2026-04-09T15:43:03Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
 </url>
 <url>
  <loc>https://www.thepingouin.com/2026/04/09/local-outlier-factor-lof-guide-complet/</loc>
  <lastmod>2026-04-09T16:52:30Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>Local Outlier Factor (LOF) : Guide Complet — Principes, Exemples et Implémentation Python</news:title>
   <news:publication_date>2026-04-09T15:42:30Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
 </url>
 <url>
  <loc>https://www.thepingouin.com/2026/04/09/one-class-svm-detection-anomalies-guide-complet/</loc>
  <lastmod>2026-04-09T16:51:58Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>One-Class SVM : Guide Complet — Principes, Exemples et Implémentation Python</news:title>
   <news:publication_date>2026-04-09T15:41:54Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
 </url>
 <url>
  <loc>https://www.thepingouin.com/2026/04/09/isolation-forest-detection-anomalies-guide-complet/</loc>
  <lastmod>2026-04-09T16:51:22Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>Isolation Forest : Guide Complet — Principes, Exemples et Implémentation Python</news:title>
   <news:publication_date>2026-04-09T15:41:02Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
 </url>
 <url>
  <loc>https://www.thepingouin.com/2026/04/09/spectral-clustering-guide-complet/</loc>
  <lastmod>2026-04-09T16:50:48Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>Spectral Clustering : Guide Complet — Principes, Exemples et Implémentation Python</news:title>
   <news:publication_date>2026-04-09T15:40:21Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
 </url>
 <url>
  <loc>https://www.thepingouin.com/2026/04/09/hdbscan-clustering-guide-complet/</loc>
  <lastmod>2026-04-09T16:50:12Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>HDBSCAN : Guide Complet — Principes, Exemples et Implémentation Python</news:title>
   <news:publication_date>2026-04-09T15:39:56Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
 </url>
 <url>
  <loc>https://www.thepingouin.com/2026/04/09/som-self-organizing-maps-kohonen-guide-complet/</loc>
  <lastmod>2026-04-09T16:49:40Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>SOM (Self-Organizing Maps) : Guide Complet — Principes, Exemples et Implémentation Python</news:title>
   <news:publication_date>2026-04-09T15:39:25Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
 </url>
 <url>
  <loc>https://www.thepingouin.com/2026/04/09/lle-locally-linear-embedding-guide-complet/</loc>
  <lastmod>2026-04-09T16:48:58Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>LLE (Locally Linear Embedding) : Guide Complet — Principes, Exemples et Implémentation Python</news:title>
   <news:publication_date>2026-04-09T15:38:42Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
 </url>
 <url>
  <loc>https://www.thepingouin.com/2026/04/09/mds-multi-dimensional-scaling-guide-complet/</loc>
  <lastmod>2026-04-09T16:48:25Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>MDS (Multi-Dimensional Scaling) : Guide Complet — Principes, Exemples et Implémentation Python</news:title>
   <news:publication_date>2026-04-09T15:38:10Z</news:publication_date>
   <news:genres>Blog</news:genres>
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 <url>
  <loc>https://www.thepingouin.com/2026/04/09/isomap-guide-complet/</loc>
  <lastmod>2026-04-09T16:47:50Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>Isomap : Guide Complet — Principes, Exemples et Implémentation Python</news:title>
   <news:publication_date>2026-04-09T15:37:32Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
 </url>
 <url>
  <loc>https://www.thepingouin.com/2026/04/09/umap-guide-complet/</loc>
  <lastmod>2026-04-09T16:47:14Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>UMAP : Guide Complet — Principes, Exemples et Implémentation Python</news:title>
   <news:publication_date>2026-04-09T15:36:59Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
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 <url>
  <loc>https://www.thepingouin.com/2026/04/09/tsne-guide-complet/</loc>
  <lastmod>2026-04-09T16:46:42Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>t-SNE : Guide Complet — Principes, Exemples et Implémentation Python</news:title>
   <news:publication_date>2026-04-09T15:36:28Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
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 <url>
  <loc>https://www.thepingouin.com/2026/04/09/word2vec-embeddings-guide-complet/</loc>
  <lastmod>2026-04-09T16:46:09Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>Word2Vec : Guide Complet — Principes, Exemples et Implémentation Python</news:title>
   <news:publication_date>2026-04-09T15:35:51Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
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 <url>
  <loc>https://www.thepingouin.com/2026/04/09/autoencodeurs-reduction-dimensionalite-guide-complet/</loc>
  <lastmod>2026-04-09T16:45:34Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>Autoencodeurs : Guide Complet — Principes, Exemples et Implémentation Python</news:title>
   <news:publication_date>2026-04-09T15:35:13Z</news:publication_date>
   <news:genres>Blog</news:genres>
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 <url>
  <loc>https://www.thepingouin.com/2026/04/09/lda-latent-dirichlet-allocation-guide-complet/</loc>
  <lastmod>2026-04-09T16:45:05Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>LDA (Latent Dirichlet Allocation) : Guide Complet — Principes, Exemples et Implémentation Python</news:title>
   <news:publication_date>2026-04-09T15:34:43Z</news:publication_date>
   <news:genres>Blog</news:genres>
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 <url>
  <loc>https://www.thepingouin.com/2026/04/09/nmf-factorisation-matrices-non-negatives-guide-complet/</loc>
  <lastmod>2026-04-09T16:44:32Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>NMF (Factorisation en Matrices Non-Négatives) : Guide Complet — Principes, Exemples et Implémentation Python</news:title>
   <news:publication_date>2026-04-09T15:34:03Z</news:publication_date>
   <news:genres>Blog</news:genres>
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 <url>
  <loc>https://www.thepingouin.com/2026/04/09/acp-analyse-composantes-principales-guide-complet/</loc>
  <lastmod>2026-04-09T16:44:04Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>ACP (Analyse en Composantes Principales) : Guide Complet — Principes, Exemples et Implémentation Python</news:title>
   <news:publication_date>2026-04-09T15:33:29Z</news:publication_date>
   <news:genres>Blog</news:genres>
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 <url>
  <loc>https://www.thepingouin.com/2026/04/09/gaussian-mixture-models-gmm-guide-complet/</loc>
  <lastmod>2026-04-09T16:43:29Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>Gaussian Mixture Models (GMM) : Guide Complet — Principes, Exemples et Implémentation Python</news:title>
   <news:publication_date>2026-04-09T15:32:58Z</news:publication_date>
   <news:genres>Blog</news:genres>
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 </url>
 <url>
  <loc>https://www.thepingouin.com/2026/04/09/mean-shift-clustering-guide-complet/</loc>
  <lastmod>2026-04-09T16:43:00Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>Mean Shift : Guide Complet — Principes, Exemples et Implémentation Python</news:title>
   <news:publication_date>2026-04-09T15:32:29Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
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 <url>
  <loc>https://www.thepingouin.com/2026/04/09/clustering-hierarchique-guide-complet/</loc>
  <lastmod>2026-04-09T16:42:29Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>Clustering Hiérarchique : Guide Complet — Principes, Exemples et Implémentation Python</news:title>
   <news:publication_date>2026-04-09T15:31:51Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
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 <url>
  <loc>https://www.thepingouin.com/2026/04/09/dbscan-guide-complet/</loc>
  <lastmod>2026-04-09T16:41:57Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>DBSCAN : Guide Complet — Principes, Exemples et Implémentation Python</news:title>
   <news:publication_date>2026-04-09T15:31:20Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
 </url>
 <url>
  <loc>https://www.thepingouin.com/2026/04/09/k-means-clustering-guide-complet/</loc>
  <lastmod>2026-04-09T16:41:25Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>K-Means (Clustering) : Guide Complet — Principes, Exemples et Implémentation Python</news:title>
   <news:publication_date>2026-04-09T15:30:43Z</news:publication_date>
   <news:genres>Blog</news:genres>
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 </url>
 <url>
  <loc>https://www.thepingouin.com/2026/04/09/extra-trees-arbres-extremement-randomises-guide-complet/</loc>
  <lastmod>2026-04-09T16:40:55Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>Extra-Trees (Arbres Extrêmement Randomisés) : Guide Complet — Principes, Exemples et Implémentation Python</news:title>
   <news:publication_date>2026-04-09T15:30:05Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
 </url>
 <url>
  <loc>https://www.thepingouin.com/2026/04/09/stacking-empilement-modeles-guide-complet/</loc>
  <lastmod>2026-04-09T16:40:17Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>Stacking (Empilement de Modèles) : Guide Complet — Principes, Exemples et Implémentation Python</news:title>
   <news:publication_date>2026-04-09T15:29:28Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
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 <url>
  <loc>https://www.thepingouin.com/2026/04/09/catboost-classification-guide-complet/</loc>
  <lastmod>2026-04-09T16:39:49Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>CatBoost (Classification) : Guide Complet — Principes, Exemples et Implémentation Python</news:title>
   <news:publication_date>2026-04-09T15:28:57Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
 </url>
 <url>
  <loc>https://www.thepingouin.com/2026/04/09/lightgbm-classification-guide-complet/</loc>
  <lastmod>2026-04-09T16:39:21Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>LightGBM (Classification) : Guide Complet — Principes, Exemples et Implémentation Python</news:title>
   <news:publication_date>2026-04-09T15:28:24Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
 </url>
 <url>
  <loc>https://www.thepingouin.com/2026/04/09/xgboost-regression-guide-complet/</loc>
  <lastmod>2026-04-09T20:11:52Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>XGBoost (Régression) : Guide Complet — Principes, Exemples et Implémentation Python</news:title>
   <news:publication_date>2026-04-09T15:27:53Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
 </url>
 <url>
  <loc>https://www.thepingouin.com/2026/04/09/xgboost-classification-guide-complet/</loc>
  <lastmod>2026-04-09T16:38:19Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>XGBoost (Classification) : Guide Complet — Principes, Exemples et Implémentation Python</news:title>
   <news:publication_date>2026-04-09T15:27:26Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
 </url>
 <url>
  <loc>https://www.thepingouin.com/2026/04/09/adaboost-adaptive-boosting-guide-complet/</loc>
  <lastmod>2026-04-09T16:37:49Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>AdaBoost (Adaptive Boosting) : Guide Complet — Principes, Exemples et Implémentation Python</news:title>
   <news:publication_date>2026-04-09T15:26:56Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
 </url>
 <url>
  <loc>https://www.thepingouin.com/2026/04/09/bagging-bootstrap-aggregating-guide-complet/</loc>
  <lastmod>2026-04-09T16:37:11Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>Bagging (Bootstrap Aggregating) : Guide Complet — Principes, Exemples et Implémentation Python</news:title>
   <news:publication_date>2026-04-09T15:26:25Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
 </url>
 <url>
  <loc>https://www.thepingouin.com/2026/04/09/gradient-boosting-regression-guide-complet/</loc>
  <lastmod>2026-04-09T16:36:35Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>Gradient Boosting (Régression) : Guide Complet — Principes, Exemples et Implémentation Python</news:title>
   <news:publication_date>2026-04-09T15:25:50Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
 </url>
 <url>
  <loc>https://www.thepingouin.com/2026/04/09/gradient-boosting-classification-guide-complet/</loc>
  <lastmod>2026-04-09T16:36:06Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>Gradient Boosting (Classification) : Guide Complet — Principes, Exemples et Implémentation Python</news:title>
   <news:publication_date>2026-04-09T15:25:07Z</news:publication_date>
   <news:genres>Blog</news:genres>
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 <url>
  <loc>https://www.thepingouin.com/2026/04/09/random-forest-regression-guide-complet/</loc>
  <lastmod>2026-04-09T16:35:31Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>Random Forest (Régression) : Guide Complet — Principes, Exemples et Implémentation Python</news:title>
   <news:publication_date>2026-04-09T15:24:35Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
 </url>
 <url>
  <loc>https://www.thepingouin.com/2026/04/09/random-forest-classification-guide-complet/</loc>
  <lastmod>2026-04-09T16:34:57Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>Random Forest (Classification) : Guide Complet — Principes, Exemples et Implémentation Python</news:title>
   <news:publication_date>2026-04-09T15:23:52Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
 </url>
 <url>
  <loc>https://www.thepingouin.com/2026/04/09/arbre-decision-regression-guide-complet/</loc>
  <lastmod>2026-04-09T16:34:24Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>Arbre de Décision (Régression) : Guide Complet — Principes, Exemples et Implémentation Python</news:title>
   <news:publication_date>2026-04-09T15:23:10Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
 </url>
 <url>
  <loc>https://www.thepingouin.com/2026/04/09/arbre-decision-classification-guide-complet/</loc>
  <lastmod>2026-04-09T16:33:53Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>Arbre de Décision (Classification) : Guide Complet — Principes, Exemples et Implémentation Python</news:title>
   <news:publication_date>2026-04-09T15:22:35Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
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 <url>
  <loc>https://www.thepingouin.com/2026/04/09/svr-support-vector-regression-guide-complet/</loc>
  <lastmod>2026-04-09T16:33:16Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>SVR (Support Vector Regression) : Guide Complet — Principes, Exemples et Implémentation Python</news:title>
   <news:publication_date>2026-04-09T15:21:54Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
 </url>
 <url>
  <loc>https://www.thepingouin.com/2026/04/09/svm-noyau-polynomial-guide-complet/</loc>
  <lastmod>2026-04-09T16:32:33Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>SVM à Noyau Polynomial : Guide Complet — Principes, Exemples et Implémentation Python</news:title>
   <news:publication_date>2026-04-09T15:21:12Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
 </url>
 <url>
  <loc>https://www.thepingouin.com/2026/04/09/svm-noyau-rbf-guide-complet/</loc>
  <lastmod>2026-04-09T16:31:53Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>SVM à Noyau RBF : Guide Complet — Principes, Exemples et Implémentation Python</news:title>
   <news:publication_date>2026-04-09T15:20:24Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
 </url>
 <url>
  <loc>https://www.thepingouin.com/2026/04/09/svm-lineaire-guide-complet/</loc>
  <lastmod>2026-04-09T16:31:13Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>SVM Linéaire : Guide Complet — Principes, Exemples et Implémentation Python</news:title>
   <news:publication_date>2026-04-09T15:19:45Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
 </url>
 <url>
  <loc>https://www.thepingouin.com/2026/04/09/naive-bayes-bernoulli-guide-complet/</loc>
  <lastmod>2026-04-09T16:30:25Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>Naive Bayes Bernoulli : Guide Complet — Principes, Exemples et Implémentation Python</news:title>
   <news:publication_date>2026-04-09T15:19:12Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
 </url>
 <url>
  <loc>https://www.thepingouin.com/2026/04/09/naive-bayes-multinomial-guide-complet/</loc>
  <lastmod>2026-04-09T16:29:31Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>Naive Bayes Multinomial : Guide Complet — Principes, Exemples et Implémentation Python</news:title>
   <news:publication_date>2026-04-09T15:18:25Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
 </url>
 <url>
  <loc>https://www.thepingouin.com/2026/04/09/naive-bayes-gaussien-guide-complet/</loc>
  <lastmod>2026-04-09T16:28:55Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>Naive Bayes Gaussien : Guide Complet — Principes, Exemples et Implémentation Python</news:title>
   <news:publication_date>2026-04-09T15:17:41Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
 </url>
 <url>
  <loc>https://www.thepingouin.com/2026/04/09/k-plus-proches-voisins-regression-guide-complet/</loc>
  <lastmod>2026-04-09T16:27:50Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>k Plus Proches Voisins (Régression) : Guide Complet — Principes, Exemples et Implémentation Python</news:title>
   <news:publication_date>2026-04-09T15:16:52Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
 </url>
 <url>
  <loc>https://www.thepingouin.com/2026/04/09/k-plus-proches-voisins-classification-guide-complet/</loc>
  <lastmod>2026-04-09T16:27:01Z</lastmod>
  <news:news>
   <news:publication>
    <news:name>The Pingouin</news:name>
    <news:language>fr</news:language>
   </news:publication>
   <news:title>k Plus Proches Voisins (Classification) : Guide Complet — Principes, Exemples et Implémentation Python</news:title>
   <news:publication_date>2026-04-09T15:16:08Z</news:publication_date>
   <news:genres>Blog</news:genres>
  </news:news>
 </url>
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  <loc>https://www.thepingouin.com/2026/04/09/perceptron-guide-complet/</loc>
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