diff --git a/docs/Basic-Models.png b/docs/Basic-Models.png new file mode 100644 index 0000000..70108f4 Binary files /dev/null and b/docs/Basic-Models.png differ diff --git a/docs/GloVe-300d_LSTM_epoch7.png b/docs/GloVe-300d_LSTM_epoch7.png new file mode 100644 index 0000000..b532063 Binary files /dev/null and b/docs/GloVe-300d_LSTM_epoch7.png differ diff --git a/docs/Word2Vec_LSTM_epoch10.png b/docs/Word2Vec_LSTM_epoch10.png new file mode 100644 index 0000000..b098618 Binary files /dev/null and b/docs/Word2Vec_LSTM_epoch10.png differ diff --git a/docs/blog.md b/docs/blog.md index 066f47b..41786e0 100644 --- a/docs/blog.md +++ b/docs/blog.md @@ -176,7 +176,7 @@ Cela permet de garder un **œil léger mais réactif** sur les dérives en produ ## ✨ Conclusion Ce projet a permis d’explorer en profondeur les enjeux de classification de sentiments et les **limites des approches standards face à la richesse du langage naturel**, en particulier sur Twitter. -Il a aussi démontré l’intérêt d’un **pipeline MLOps souverain**, reproductible et automatisé. +Il a aussi démontré l’intérêt d’un **pipeline MLOps souverain** (le plus possible), reproductible et automatisé. > ✅ En alliant des modèles puissants, des outils robustes comme MLFlow et FastAPI, et un déploiement maîtrisé, on pose les bases d’un produit de NLP industrialisable. diff --git a/docs/mlflolw_experiments_dashboard_best_LSTM_model.png b/docs/mlflolw_experiments_dashboard_best_LSTM_model.png new file mode 100644 index 0000000..540b772 Binary files /dev/null and b/docs/mlflolw_experiments_dashboard_best_LSTM_model.png differ diff --git a/docs/mlflow_experiments_dashboard.png b/docs/mlflow_experiments_dashboard.png new file mode 100644 index 0000000..e7cc3aa Binary files /dev/null and b/docs/mlflow_experiments_dashboard.png differ diff --git a/docs/mlflow_models_registry.png b/docs/mlflow_models_registry.png new file mode 100644 index 0000000..62fd862 Binary files /dev/null and b/docs/mlflow_models_registry.png differ diff --git a/docs/mlflow_models_registry_2.png b/docs/mlflow_models_registry_2.png new file mode 100644 index 0000000..d5aad33 Binary files /dev/null and b/docs/mlflow_models_registry_2.png differ diff --git a/docs/mlflow_models_registry_best_LSTM_model.png b/docs/mlflow_models_registry_best_LSTM_model.png new file mode 100644 index 0000000..c311724 Binary files /dev/null and b/docs/mlflow_models_registry_best_LSTM_model.png differ