Update notebook

Author: abdulfatir

notebooks/chronos-2-quickstart.ipynb

@@ -1225,7 +1225,7 @@
    "source": [
     "## Cross-Learning with Joint Prediction\n",
     "\n",
-    "Chronos-2 supports **cross-learning** through the `predict_batches_jointly=True` parameter, which enables the model to share information across all time series in a batch during prediction. This can be particularly beneficial when forecasting multiple related time series with short historical context."
+    "Chronos-2 supports **cross-learning** through the `cross_learning=True` parameter, which enables the model to share information across all time series in a batch during prediction. This can be particularly beneficial when forecasting multiple related time series with short historical context."
    ]
   },
   {
@@ -1241,7 +1241,7 @@
     "    context_df,\n",
     "    prediction_length=24,\n",
     "    quantile_levels=[0.1, 0.5, 0.9],\n",
-    "    predict_batches_jointly=True,  # Enable cross-learning\n",
+    "    cross_learning=True,  # Enable cross-learning\n",
     "    batch_size=100,\n",
     ")"
    ]
@@ -1255,7 +1255,7 @@
     "\n",
     "### Important Considerations for Cross-Learning\n",
     "\n",
-    "When using `predict_batches_jointly=True`, keep these caveats in mind:\n",
+    "When using `cross_learning=True`, keep these caveats in mind:\n",
     "\n",
     "- **Task-dependent results**: Cross-learning may not always improve forecasts and could worsen performance for some tasks. Evaluate this feature for your specific use case.\n",
     "\n",
@@ -1484,7 +1484,7 @@
        "    <div>\n",
        "      \n",
        "      <progress value='1000' max='1000' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
-       "      [1000/1000 01:11, Epoch 1/9223372036854775807]\n",
+       "      [1000/1000 01:13, Epoch 1/9223372036854775807]\n",
        "    </div>\n",
        "    <table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
@@ -1616,7 +1616,7 @@
        "    <div>\n",
        "      \n",
        "      <progress value='1000' max='1000' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
-       "      [1000/1000 01:51, Epoch 1/9223372036854775807]\n",
+       "      [1000/1000 01:53, Epoch 1/9223372036854775807]\n",
        "    </div>\n",
        "    <table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",