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diff --git a/docs/misc/faqs.html → docs/1_getting_started/faqs.html b/docs/misc/faqs.html → docs/1_getting_started/faqs.html
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     <title>Redirecting...</title>
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-        window.location.replace('https://nixtlaverse.nixtla.io/nixtla/docs/misc/faqs.html');
+        window.location.replace('https://nixtlaverse.nixtla.io/nixtla/docs/1_getting_started/faqs.html');
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 </head>
 <body>
-    <p>If you are not redirected, <a href="https://nixtlaverse.nixtla.io/nixtla/docs/misc/faqs.html">click here</a>.</p>
+    <p>If you are not redirected, <a href="https://nixtlaverse.nixtla.io/nixtla/docs/1_getting_started/faqs.html">click here</a>.</p>
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diff --git a/...etting-started/getting_started_short.html → docs/1_getting_started/quickstart.html b/...etting-started/getting_started_short.html → docs/1_getting_started/quickstart.html
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-        window.location.replace('https://nixtlaverse.nixtla.io/nixtla/docs/getting-started/getting_started_short.html');
+        window.location.replace('https://nixtlaverse.nixtla.io/nixtla/docs/1_getting_started/quickstart.html');
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+    <p>If you are not redirected, <a href="https://nixtlaverse.nixtla.io/nixtla/docs/1_getting_started/quickstart.html">click here</a>.</p>
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diff --git a/docs/1_getting_started/setting_up_your_api_key.html b/docs/1_getting_started/setting_up_your_api_key.html
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+<!DOCTYPE html>
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+        window.location.replace('https://nixtlaverse.nixtla.io/nixtla/docs/1_getting_started/setting_up_your_api_key.html');
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+    <p>If you are not redirected, <a href="https://nixtlaverse.nixtla.io/nixtla/docs/1_getting_started/setting_up_your_api_key.html">click here</a>.</p>
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diff --git a/docs/2_capabilities/anomaly_detection/quickstart.html b/docs/2_capabilities/anomaly_detection/quickstart.html
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+<!DOCTYPE html>
+<html lang="en">
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+    <meta http-equiv="X-UA-Compatible" content="IE=edge">
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+    <script type="text/javascript">
+        window.location.replace('https://nixtlaverse.nixtla.io/nixtla/docs/2_capabilities/anomaly_detection/quickstart.html');
+    </script>
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+<body>
+    <p>If you are not redirected, <a href="https://nixtlaverse.nixtla.io/nixtla/docs/2_capabilities/anomaly_detection/quickstart.html">click here</a>.</p>
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diff --git a/docs/2_capabilities/forecast/quickstart.html b/docs/2_capabilities/forecast/quickstart.html
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+<!DOCTYPE html>
+<html lang="en">
+<head>
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+    <meta http-equiv="X-UA-Compatible" content="IE=edge">
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+    <title>Redirecting...</title>
+    <script type="text/javascript">
+        window.location.replace('https://nixtlaverse.nixtla.io/nixtla/docs/2_capabilities/forecast/quickstart.html');
+    </script>
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+<body>
+    <p>If you are not redirected, <a href="https://nixtlaverse.nixtla.io/nixtla/docs/2_capabilities/forecast/quickstart.html">click here</a>.</p>
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diff --git a/docs/tutorials/anomaly_detection.html → docs/2_capabilities/overview.html b/docs/tutorials/anomaly_detection.html → docs/2_capabilities/overview.html
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-        window.location.replace('https://nixtlaverse.nixtla.io/nixtla/docs/tutorials/anomaly_detection.html');
+        window.location.replace('https://nixtlaverse.nixtla.io/nixtla/docs/2_capabilities/overview.html');
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-    <p>If you are not redirected, <a href="https://nixtlaverse.nixtla.io/nixtla/docs/tutorials/anomaly_detection.html">click here</a>.</p>
+    <p>If you are not redirected, <a href="https://nixtlaverse.nixtla.io/nixtla/docs/2_capabilities/overview.html">click here</a>.</p>
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diff --git a/docs/getting-started/azure_ai.html → docs/3_deployment/azure_ai.html b/docs/getting-started/azure_ai.html → docs/3_deployment/azure_ai.html
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+        window.location.replace('https://nixtlaverse.nixtla.io/nixtla/docs/3_deployment/azure_ai.html');
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+    <p>If you are not redirected, <a href="https://nixtlaverse.nixtla.io/nixtla/docs/3_deployment/azure_ai.html">click here</a>.</p>
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diff --git a/docs/tutorials/bounded_forecasts.html → docs/4_tutorials/bounded_forecasts.html b/docs/tutorials/bounded_forecasts.html → docs/4_tutorials/bounded_forecasts.html
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+        window.location.replace('https://nixtlaverse.nixtla.io/nixtla/docs/4_tutorials/bounded_forecasts.html');
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-    <p>If you are not redirected, <a href="https://nixtlaverse.nixtla.io/nixtla/docs/tutorials/bounded_forecasts.html">click here</a>.</p>
+    <p>If you are not redirected, <a href="https://nixtlaverse.nixtla.io/nixtla/docs/4_tutorials/bounded_forecasts.html">click here</a>.</p>
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diff --git a/docs/tutorials/categorical_variables.html → docs/4_tutorials/categorical_variables.html b/docs/tutorials/categorical_variables.html → docs/4_tutorials/categorical_variables.html
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-        window.location.replace('https://nixtlaverse.nixtla.io/nixtla/docs/tutorials/categorical_variables.html');
+        window.location.replace('https://nixtlaverse.nixtla.io/nixtla/docs/4_tutorials/categorical_variables.html');
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-    <p>If you are not redirected, <a href="https://nixtlaverse.nixtla.io/nixtla/docs/tutorials/categorical_variables.html">click here</a>.</p>
+    <p>If you are not redirected, <a href="https://nixtlaverse.nixtla.io/nixtla/docs/4_tutorials/categorical_variables.html">click here</a>.</p>
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diff --git a/docs/how-to-guides/computing_at_scale.html → docs/4_tutorials/computing_at_scale.html b/docs/how-to-guides/computing_at_scale.html → docs/4_tutorials/computing_at_scale.html
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+        window.location.replace('https://nixtlaverse.nixtla.io/nixtla/docs/4_tutorials/computing_at_scale.html');
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-    <p>If you are not redirected, <a href="https://nixtlaverse.nixtla.io/nixtla/docs/how-to-guides/computing_at_scale.html">click here</a>.</p>
+    <p>If you are not redirected, <a href="https://nixtlaverse.nixtla.io/nixtla/docs/4_tutorials/computing_at_scale.html">click here</a>.</p>
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diff --git a/.../computing_at_scale_dask_distributed.html → .../computing_at_scale_dask_distributed.html b/.../computing_at_scale_dask_distributed.html → .../computing_at_scale_dask_distributed.html
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+        window.location.replace('https://nixtlaverse.nixtla.io/nixtla/docs/4_tutorials/computing_at_scale_dask_distributed.html');
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+    <p>If you are not redirected, <a href="https://nixtlaverse.nixtla.io/nixtla/docs/4_tutorials/computing_at_scale_dask_distributed.html">click here</a>.</p>
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diff --git a/docs/4_tutorials/computing_at_scale_ray_distributed.html b/docs/4_tutorials/computing_at_scale_ray_distributed.html
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+<!DOCTYPE html>
+<html lang="en">
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+    <meta http-equiv="X-UA-Compatible" content="IE=edge">
+    <meta name="viewport" content="width=device-width, initial-scale=1.0">
+    <title>Redirecting...</title>
+    <script type="text/javascript">
+        window.location.replace('https://nixtlaverse.nixtla.io/nixtla/docs/4_tutorials/computing_at_scale_ray_distributed.html');
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+    <p>If you are not redirected, <a href="https://nixtlaverse.nixtla.io/nixtla/docs/4_tutorials/computing_at_scale_ray_distributed.html">click here</a>.</p>
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diff --git a/...s/computing_at_scale_ray_distributed.html → ...computing_at_scale_spark_distributed.html b/...s/computing_at_scale_ray_distributed.html → ...computing_at_scale_spark_distributed.html
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+        window.location.replace('https://nixtlaverse.nixtla.io/nixtla/docs/4_tutorials/computing_at_scale_spark_distributed.html');
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-    <p>If you are not redirected, <a href="https://nixtlaverse.nixtla.io/nixtla/docs/how-to-guides/computing_at_scale_ray_distributed.html">click here</a>.</p>
+    <p>If you are not redirected, <a href="https://nixtlaverse.nixtla.io/nixtla/docs/4_tutorials/computing_at_scale_spark_distributed.html">click here</a>.</p>
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diff --git a/docs/tutorials/cross_validation.html → docs/4_tutorials/cross_validation.html b/docs/tutorials/cross_validation.html → docs/4_tutorials/cross_validation.html
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+        window.location.replace('https://nixtlaverse.nixtla.io/nixtla/docs/4_tutorials/cross_validation.html');
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+    <p>If you are not redirected, <a href="https://nixtlaverse.nixtla.io/nixtla/docs/4_tutorials/cross_validation.html">click here</a>.</p>
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diff --git a/docs/tutorials/exogenous_variables.html → docs/4_tutorials/exogenous_variables.html b/docs/tutorials/exogenous_variables.html → docs/4_tutorials/exogenous_variables.html
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+        window.location.replace('https://nixtlaverse.nixtla.io/nixtla/docs/4_tutorials/exogenous_variables.html');
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-    <p>If you are not redirected, <a href="https://nixtlaverse.nixtla.io/nixtla/docs/tutorials/exogenous_variables.html">click here</a>.</p>
+    <p>If you are not redirected, <a href="https://nixtlaverse.nixtla.io/nixtla/docs/4_tutorials/exogenous_variables.html">click here</a>.</p>
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diff --git a/docs/tutorials/finetuning.html → docs/4_tutorials/finetuning.html b/docs/tutorials/finetuning.html → docs/4_tutorials/finetuning.html
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+        window.location.replace('https://nixtlaverse.nixtla.io/nixtla/docs/4_tutorials/finetuning.html');
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-    <p>If you are not redirected, <a href="https://nixtlaverse.nixtla.io/nixtla/docs/tutorials/finetuning.html">click here</a>.</p>
+    <p>If you are not redirected, <a href="https://nixtlaverse.nixtla.io/nixtla/docs/4_tutorials/finetuning.html">click here</a>.</p>
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diff --git a/docs/tutorials/hierarchical_forecasting.html → ...4_tutorials/hierarchical_forecasting.html b/docs/tutorials/hierarchical_forecasting.html → ...4_tutorials/hierarchical_forecasting.html
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+        window.location.replace('https://nixtlaverse.nixtla.io/nixtla/docs/4_tutorials/hierarchical_forecasting.html');
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-    <p>If you are not redirected, <a href="https://nixtlaverse.nixtla.io/nixtla/docs/tutorials/hierarchical_forecasting.html">click here</a>.</p>
+    <p>If you are not redirected, <a href="https://nixtlaverse.nixtla.io/nixtla/docs/4_tutorials/hierarchical_forecasting.html">click here</a>.</p>
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diff --git a/docs/tutorials/historical_forecast.html → docs/4_tutorials/historical_forecast.html b/docs/tutorials/historical_forecast.html → docs/4_tutorials/historical_forecast.html
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+        window.location.replace('https://nixtlaverse.nixtla.io/nixtla/docs/4_tutorials/historical_forecast.html');
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-    <p>If you are not redirected, <a href="https://nixtlaverse.nixtla.io/nixtla/docs/tutorials/historical_forecast.html">click here</a>.</p>
+    <p>If you are not redirected, <a href="https://nixtlaverse.nixtla.io/nixtla/docs/4_tutorials/historical_forecast.html">click here</a>.</p>
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+        window.location.replace('https://nixtlaverse.nixtla.io/nixtla/docs/4_tutorials/holidays.html');
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-    <p>If you are not redirected, <a href="https://nixtlaverse.nixtla.io/nixtla/docs/tutorials/holidays.html">click here</a>.</p>
+    <p>If you are not redirected, <a href="https://nixtlaverse.nixtla.io/nixtla/docs/4_tutorials/holidays.html">click here</a>.</p>
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diff --git a/docs/tutorials/irregular_timestamps.html → docs/4_tutorials/irregular_timestamps.html b/docs/tutorials/irregular_timestamps.html → docs/4_tutorials/irregular_timestamps.html
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+        window.location.replace('https://nixtlaverse.nixtla.io/nixtla/docs/4_tutorials/irregular_timestamps.html');
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-    <p>If you are not redirected, <a href="https://nixtlaverse.nixtla.io/nixtla/docs/tutorials/irregular_timestamps.html">click here</a>.</p>
+    <p>If you are not redirected, <a href="https://nixtlaverse.nixtla.io/nixtla/docs/4_tutorials/irregular_timestamps.html">click here</a>.</p>
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+        window.location.replace('https://nixtlaverse.nixtla.io/nixtla/docs/4_tutorials/longhorizon.html');
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-    <p>If you are not redirected, <a href="https://nixtlaverse.nixtla.io/nixtla/docs/tutorials/longhorizon.html">click here</a>.</p>
+    <p>If you are not redirected, <a href="https://nixtlaverse.nixtla.io/nixtla/docs/4_tutorials/longhorizon.html">click here</a>.</p>
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diff --git a/docs/tutorials/loss_function_finetuning.html → ...4_tutorials/loss_function_finetuning.html b/docs/tutorials/loss_function_finetuning.html → ...4_tutorials/loss_function_finetuning.html
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+        window.location.replace('https://nixtlaverse.nixtla.io/nixtla/docs/4_tutorials/loss_function_finetuning.html');
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-    <p>If you are not redirected, <a href="https://nixtlaverse.nixtla.io/nixtla/docs/tutorials/loss_function_finetuning.html">click here</a>.</p>
+    <p>If you are not redirected, <a href="https://nixtlaverse.nixtla.io/nixtla/docs/4_tutorials/loss_function_finetuning.html">click here</a>.</p>
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+        window.location.replace('https://nixtlaverse.nixtla.io/nixtla/docs/4_tutorials/multiple_series.html');
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-    <p>If you are not redirected, <a href="https://nixtlaverse.nixtla.io/nixtla/docs/tutorials/multiple_series.html">click here</a>.</p>
+    <p>If you are not redirected, <a href="https://nixtlaverse.nixtla.io/nixtla/docs/4_tutorials/multiple_series.html">click here</a>.</p>
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+        window.location.replace('https://nixtlaverse.nixtla.io/nixtla/docs/4_tutorials/uncertainty_quantification_with_prediction_intervals.html');
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-    <p>If you are not redirected, <a href="https://nixtlaverse.nixtla.io/nixtla/docs/tutorials/uncertainty_quantification_with_prediction_intervals.html">click here</a>.</p>
+    <p>If you are not redirected, <a href="https://nixtlaverse.nixtla.io/nixtla/docs/4_tutorials/uncertainty_quantification_with_prediction_intervals.html">click here</a>.</p>
 </body>
 </html>
diff --git a/...antification_with_quantile_forecasts.html → ...antification_with_quantile_forecasts.html b/...antification_with_quantile_forecasts.html → ...antification_with_quantile_forecasts.html
@@ -6,10 +6,10 @@
     <meta name="viewport" content="width=device-width, initial-scale=1.0">
     <title>Redirecting...</title>
     <script type="text/javascript">
-        window.location.replace('https://nixtlaverse.nixtla.io/nixtla/docs/tutorials/uncertainty_quantification_with_quantile_forecasts.html');
+        window.location.replace('https://nixtlaverse.nixtla.io/nixtla/docs/4_tutorials/uncertainty_quantification_with_quantile_forecasts.html');
     </script>
 </head>
 <body>
-    <p>If you are not redirected, <a href="https://nixtlaverse.nixtla.io/nixtla/docs/tutorials/uncertainty_quantification_with_quantile_forecasts.html">click here</a>.</p>
+    <p>If you are not redirected, <a href="https://nixtlaverse.nixtla.io/nixtla/docs/4_tutorials/uncertainty_quantification_with_quantile_forecasts.html">click here</a>.</p>
 </body>
 </html>
diff --git a/docs/examples/bitcoin_price_prediction.html → ...5_use_cases/bitcoin_price_prediction.html b/docs/examples/bitcoin_price_prediction.html → ...5_use_cases/bitcoin_price_prediction.html
@@ -6,10 +6,10 @@
     <meta name="viewport" content="width=device-width, initial-scale=1.0">
     <title>Redirecting...</title>
     <script type="text/javascript">
-        window.location.replace('https://nixtlaverse.nixtla.io/nixtla/docs/examples/bitcoin_price_prediction.html');
+        window.location.replace('https://nixtlaverse.nixtla.io/nixtla/docs/5_use_cases/bitcoin_price_prediction.html');
     </script>
 </head>
 <body>
-    <p>If you are not redirected, <a href="https://nixtlaverse.nixtla.io/nixtla/docs/examples/bitcoin_price_prediction.html">click here</a>.</p>
+    <p>If you are not redirected, <a href="https://nixtlaverse.nixtla.io/nixtla/docs/5_use_cases/bitcoin_price_prediction.html">click here</a>.</p>
 </body>
 </html>
diff --git a/docs/5_use_cases/forecasting_web_traffic_with_timegpt.html b/docs/5_use_cases/forecasting_web_traffic_with_timegpt.html
@@ -0,0 +1,15 @@
+<!DOCTYPE html>
+<html lang="en">
+<head>
+    <meta charset="UTF-8">
+    <meta http-equiv="X-UA-Compatible" content="IE=edge">
+    <meta name="viewport" content="width=device-width, initial-scale=1.0">
+    <title>Redirecting...</title>
+    <script type="text/javascript">
+        window.location.replace('https://nixtlaverse.nixtla.io/nixtla/docs/5_use_cases/forecasting_web_traffic_with_timegpt.html');
+    </script>
+</head>
+<body>
+    <p>If you are not redirected, <a href="https://nixtlaverse.nixtla.io/nixtla/docs/5_use_cases/forecasting_web_traffic_with_timegpt.html">click here</a>.</p>
+</body>
+</html>