SeldonIO · paulb-seldon · Jul 22, 2025 · Jul 21, 2025 · Jul 22, 2025 · Jul 22, 2025
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diff --git a/docs-gb/integrations/distributed-tracing.md b/docs-gb/integrations/distributed-tracing.md
@@ -80,11 +80,11 @@ spec:
 
 ## REST Example
 
-![jaeger-ui-rest](./jaeger-ui-rest-example.png)
+![jaeger-ui-rest](../images/jaeger-ui-rest-example.png)
 
 ## gRPC Example
 
-![jaeger-ui-rest](./jaeger-ui-grpc-example.png)
+![jaeger-ui-rest](../images/jaeger-ui-grpc-example.png)
 
 
 ## Worked Example

diff --git a/docs-gb/integrations/drift_detection.md b/docs-gb/integrations/drift_detection.md
@@ -7,4 +7,4 @@ Machine learning models do not extrapolate well outside of the training data dis
 
 The general framework shown in this example is to use the Seldon Core payload logger to pass requests to components that process them asynchronously. The results can be passed onwards to alterting systems.
 
-![Example architecture](analytics.png)
+![Example architecture](../images/analytics.png)
diff --git a/docs-gb/integrations/explainers.md b/docs-gb/integrations/explainers.md
@@ -1,7 +1,7 @@
 # Model Explainers
 
-![cat](cat.png)
-![explanation](cat_explanation.png)
+![cat](../images/cat.png)
+![explanation](../images/cat_explanation.png)
 
 Seldon provides model explanations using its [Alibi](https://github.com/SeldonIO/alibi) library.
 

diff --git a/docs-gb/integrations/outlier_detection.md b/docs-gb/integrations/outlier_detection.md
@@ -12,7 +12,7 @@ A [worked example with using the CIFAR10 task](../examples/outlier_cifar10.html)
 
 The general framework shown in this example is to use the Seldon Core payload logger to pass requests to components that process them asynchronously. The results can be passed onwards to alterting systems.
 
-![Example architecture](analytics.png)
+![Example architecture](../images/analytics.png)
 
 
 

diff --git a/docs-gb/notebooks/alibaba_ack_deep_mnist.md b/docs-gb/notebooks/alibaba_ack_deep_mnist.md
@@ -228,7 +228,7 @@ print("Expected label: ", np.sum(range(0, 10) * y), ". One hot encoding: ", y)
 
 
 
-![png](alibaba_cloud_ack_deep_mnist_files/alibaba_cloud_ack_deep_mnist_16_0.png)
+![png](../images/alibaba_cloud_ack_deep_mnist_16_0.png)
 
 
 
@@ -289,7 +289,7 @@ We need to first create a cluster in Alibaba Cloud - you should follow the follo
 
 You should follow up the instructions but the finished cluster should look as follows:
 
-![k8s-dashboard-2](images/k8s-dashboard-2.jpg)
+![k8s-dashboard-2](../images/k8s-dashboard-2.jpg)
 
 ### 4.2 Copy the kubectl configuration to access the cluster
 
@@ -319,7 +319,7 @@ Use the setup notebook to [Setup Cluster](https://docs.seldon.io/projects/seldon
 ### 4.5 Push docker image
 We'll now make sure the image is accessible within the Kubernetes cluster by pushing it to the repo that we created in step 4.3. This should look as follows in your dashboard:
 
-![k8s-dashboard-1](images/k8s-dashboard-1.jpg)
+![k8s-dashboard-1](../images/k8s-dashboard-1.jpg)
 
 #### To push the image we first tag it
 
@@ -436,7 +436,7 @@ print("Expected label: ", np.sum(range(0, 10) * y), ". One hot encoding: ", y)
 
 
 
-![png](alibaba_cloud_ack_deep_mnist_files/alibaba_cloud_ack_deep_mnist_40_0.png)
+![png](../images/alibaba_cloud_ack_deep_mnist_40_0.png)
 
 
 
@@ -581,4 +581,4 @@ For this we can access the URL with the command below, it will request an admin
 
 The metrics include requests per second, as well as latency. You are able to add your own custom metrics, and try out other more complex deployments by following furher guides at https://docs.seldon.io/projects/seldon-core/en/latest/examples/notebooks.html
 
-![graf](images/graf.jpg)
+![graf](../images/graf.jpg)
diff --git a/docs-gb/notebooks/alibaba_cloud_ack_deep_mnist.md b/docs-gb/notebooks/alibaba_cloud_ack_deep_mnist.md
@@ -228,7 +228,7 @@ print("Expected label: ", np.sum(range(0, 10) * y), ". One hot encoding: ", y)
 
 
 
-![png](alibaba_cloud_ack_deep_mnist_files/alibaba_cloud_ack_deep_mnist_16_0.png)
+![png](../images/alibaba_cloud_ack_deep_mnist_16_0.png)
 
 
 
@@ -436,7 +436,7 @@ print("Expected label: ", np.sum(range(0, 10) * y), ". One hot encoding: ", y)
 
 
 
-![png](alibaba_cloud_ack_deep_mnist_files/alibaba_cloud_ack_deep_mnist_40_0.png)
+![png](../images/alibaba_cloud_ack_deep_mnist_40_0.png)
 
 
 

diff --git a/docs-gb/notebooks/aws_eks_deep_mnist.md b/docs-gb/notebooks/aws_eks_deep_mnist.md
@@ -161,7 +161,7 @@ print("Expected label: ", np.sum(range(0, 10) * y), ". One hot encoding: ", y)
 
 
 
-![png](aws_eks_deep_mnist_files/aws_eks_deep_mnist_11_0.png)
+![png](../images/aws_eks_deep_mnist_11_0.png)
 
 
 
@@ -629,7 +629,7 @@ print("Expected label: ", np.sum(range(0, 10) * y), ". One hot encoding: ", y)
 
 
 
-![png](aws_eks_deep_mnist_files/aws_eks_deep_mnist_48_0.png)
+![png](../images/aws_eks_deep_mnist_48_0.png)
 
 
 

diff --git a/docs-gb/notebooks/azure_aks_deep_mnist.md b/docs-gb/notebooks/azure_aks_deep_mnist.md
@@ -195,7 +195,7 @@ print("Expected label: ", np.sum(range(0, 10) * y), ". One hot encoding: ", y)
 
 
 
-![png](azure_aks_deep_mnist_files/azure_aks_deep_mnist_11_0.png)
+![png](../images/azure_aks_deep_mnist_11_0.png)
 
 
 
@@ -520,7 +520,7 @@ print("Expected label: ", np.sum(range(0, 10) * y), ". One hot encoding: ", y)
 
 
 
-![png](azure_aks_deep_mnist_files/azure_aks_deep_mnist_42_0.png)
+![png](../images/azure_aks_deep_mnist_42_0.png)
 
 
 

diff --git a/docs-gb/notebooks/cifar10_kafka.md b/docs-gb/notebooks/cifar10_kafka.md
@@ -70,26 +70,26 @@ Install Strimzi on cluster
 !helm repo add strimzi https://strimzi.io/charts/
 ```
 
-    "strimzi" already exists with the same configuration, skipping
+    "strimzi" already exists with the same configuration, skipping
 
 
 
 ```python
 !helm install my-release strimzi/strimzi-kafka-operator
 ```
 
-    NAME: my-release
-    LAST DEPLOYED: Thu May 19 09:40:16 2022
-    NAMESPACE: seldon
-    STATUS: deployed
-    REVISION: 1
-    TEST SUITE: None
-    NOTES:
-    Thank you for installing strimzi-kafka-operator-0.28.0
-    
-    To create a Kafka cluster refer to the following documentation.
-    
-    https://strimzi.io/docs/operators/latest/deploying.html#deploying-cluster-operator-helm-chart-str
+    NAME: my-release
+    LAST DEPLOYED: Thu May 19 09:40:16 2022
+    NAMESPACE: seldon
+    STATUS: deployed
+    REVISION: 1
+    TEST SUITE: None
+    NOTES:
+    Thank you for installing strimzi-kafka-operator-0.28.0
+
+    To create a Kafka cluster refer to the following documentation.
+
+    https://strimzi.io/docs/operators/latest/deploying.html#deploying-cluster-operator-helm-chart-str
 
 
 Set the following to whether you are running a local Kind cluster or a cloud based cluster.
@@ -108,7 +108,7 @@ else:
     !kubectl apply -f cluster-cloud.yaml
 ```
 
-    kafka.kafka.strimzi.io/my-cluster created
+    kafka.kafka.strimzi.io/my-cluster created
 
 
 Get broker endpoint.
@@ -185,10 +185,10 @@ spec:
 !kubectl apply -f topics.yaml
 ```
 
-    kafkatopic.kafka.strimzi.io/cifar10-rest-input unchanged
-    kafkatopic.kafka.strimzi.io/cifar10-rest-output unchanged
-    kafkatopic.kafka.strimzi.io/cifar10-grpc-input unchanged
-    kafkatopic.kafka.strimzi.io/cifar10-grpc-output unchanged
+    kafkatopic.kafka.strimzi.io/cifar10-rest-input unchanged
+    kafkatopic.kafka.strimzi.io/cifar10-rest-output unchanged
+    kafkatopic.kafka.strimzi.io/cifar10-grpc-input unchanged
+    kafkatopic.kafka.strimzi.io/cifar10-grpc-output unchanged
 
 
 ## Install Seldon
@@ -809,19 +809,19 @@ spec:
 !cat cifar10_rest.yaml | sed s/BROKER_IP/$BROKER_CIP:9092/ | kubectl apply -f -
 ```
 
-    seldondeployment.machinelearning.seldon.io/tfserving-cifar10 created
+    seldondeployment.machinelearning.seldon.io/tfserving-cifar10 created
 
 
 Looking at the metrics dashboard for Seldon you should see throughput we are getting. For a single replica on GKE with n1-standard-4 nodes we can see roughly 150 requests per second being processed.
 
-![rest](tensorflow-rest-kafka.png)
+![rest](../images/tensorflow-rest-kafka.png)
 
 
 ```python
 !kubectl delete -f cifar10_rest.yaml
 ```
 
-    seldondeployment.machinelearning.seldon.io "tfserving-cifar10" deleted
+    seldondeployment.machinelearning.seldon.io "tfserving-cifar10" deleted
 
 
 ## Test CIFAR10 gRPC Model
@@ -1406,19 +1406,19 @@ spec:
 !cat cifar10_grpc.yaml | sed s/BROKER_IP/$BROKER_CIP:9092/ | kubectl apply -f -
 ```
 
-    seldondeployment.machinelearning.seldon.io/tfserving-cifar10 created
+    seldondeployment.machinelearning.seldon.io/tfserving-cifar10 created
 
 
 Looking at the metrics dashboard for Seldon you should see throughput we are getting. For a single replica on GKE with n1-standard-4 nodes we can see around 220 requests per second being processed.
 
-![grpc](tensorflow-grpc-kafka.png)
+![grpc](../images/tensorflow-grpc-kafka.png)
 
 
 ```python
 !kubectl delete -f cifar10_grpc.yaml
 ```
 
-    seldondeployment.machinelearning.seldon.io "tfserving-cifar10" deleted
+    seldondeployment.machinelearning.seldon.io "tfserving-cifar10" deleted
 
 
 

diff --git a/docs-gb/notebooks/cifar10_od_poetry.md b/docs-gb/notebooks/cifar10_od_poetry.md
@@ -771,7 +771,7 @@ plt.show();
 
 
 
-![png](cifar10-od_files/cifar10-od_34_0.png)
+![png](../images/cifar10-od_34_0.png)
 
 
 
@@ -780,7 +780,7 @@ plt.show();
 
 
 
-![png](cifar10-od_files/cifar10-od_34_2.png)
+![png](../images/cifar10-od_34_2.png)
Original file line number	Diff line number	Diff line change
Expand Up		@@ -7,4 +7,4 @@ Machine learning models do not extrapolate well outside of the training data dis

		The general framework shown in this example is to use the Seldon Core payload logger to pass requests to components that process them asynchronously. The results can be passed onwards to alterting systems.

		![Example architecture](analytics.png)
		![Example architecture](../images/analytics.png)
Original file line number	Diff line number	Diff line change
Expand Up		@@ -12,7 +12,7 @@ A [worked example with using the CIFAR10 task](../examples/outlier_cifar10.html)

		The general framework shown in this example is to use the Seldon Core payload logger to pass requests to components that process them asynchronously. The results can be passed onwards to alterting systems.

		![Example architecture](analytics.png)
		![Example architecture](../images/analytics.png)



Expand Down
-Original file line number
+Diff line change
@@ Expand Up @@
-    ![png](alibaba_cloud_ack_deep_mnist_files/alibaba_cloud_ack_deep_mnist_16_0.png)
+    ![png](../images/alibaba_cloud_ack_deep_mnist_16_0.png)
@@ Expand Down Expand Up @@
-    ![png](alibaba_cloud_ack_deep_mnist_files/alibaba_cloud_ack_deep_mnist_40_0.png)
+    ![png](../images/alibaba_cloud_ack_deep_mnist_40_0.png)
@@ Expand Down @@