feat(mlflow): bump to 2.19.0

Author: fmind

README.md

@@ -13,6 +13,7 @@ The package leverages several [tools](#tools) and [tips](#tips) to make your MLO
 You can use this package as part of your MLOps toolkit or platform (e.g., Model Registry, Experiment Tracking, Realtime Inference, ...).
 
 **Related Resources**:
+- **[LLMOps Coding Package (Example)](https://github.com/callmesora/llmops-python-package/)**: Example with best practices and tools to support your LLMOps projects.
 - **[MLOps Coding Course (Learning)](https://github.com/MLOps-Courses/mlops-coding-course)**: Learn how to create, develop, and maintain a state-of-the-art MLOps code base.
 - **[Cookiecutter MLOps Package (Template)](https://github.com/fmind/cookiecutter-mlops-package)**: Start building and deploying Python packages and Docker images for MLOps tasks.
 

docker-compose.yml

@@ -2,7 +2,7 @@
 
 services:
   mlflow:
-    image: ghcr.io/mlflow/mlflow:v2.18.0
+    image: ghcr.io/mlflow/mlflow:v2.19.0
     ports:
       - 5000:5000
     environment:

notebooks/explain.ipynb

@@ -384,6 +384,13 @@
    "execution_count": 5,
    "metadata": {},
    "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Features: ['categoricals__season_1', 'categoricals__season_2', 'categoricals__season_3', 'categoricals__season_4', 'categoricals__weathersit_1', 'categoricals__weathersit_2', 'categoricals__weathersit_3', 'categoricals__weathersit_4', 'numericals__yr', 'numericals__mnth', 'numericals__hr', 'numericals__holiday', 'numericals__weekday', 'numericals__workingday', 'numericals__temp', 'numericals__atemp', 'numericals__hum', 'numericals__windspeed', 'numericals__casual']\n"
+     ]
+    },
     {
      "data": {
       "text/plain": [
@@ -491,7 +498,7 @@
     "shap_values = shap.Explanation(\n",
     "    samples_explanations, feature_names=samples_explanations.columns.to_list()\n",
     ")\n",
-    "shap_values.feature_names\n",
+    "print(\"Features:\", shap_values.feature_names)\n",
     "shap_values"
    ]
   },

notebooks/indicators.ipynb

@@ -20,7 +20,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 1,
    "metadata": {},
    "outputs": [],
    "source": [