# Notebooks

## Seldon Core Setup

* [Install Seldon Core](/seldon-core-1/tutorials/notebooks/seldon-core-setup.md)
* [Install MinIO](/seldon-core-1/tutorials/notebooks/minio_setup.md)

## Prepackaged Inference Server Examples

* [Deploy a Scikit-learn Model Binary](/seldon-core-1/configuration/servers/sklearn.md)
* [Deploy a Tensorflow Exported Model](/seldon-core-1/configuration/servers/tensorflow.md)
* [MLflow Pre-packaged Model Server A/B Test](/seldon-core-1/tutorials/notebooks/mlflow_server_ab_test_ambassador.md)
* [MLflow Open Inference Protocol End to End Workflow](/seldon-core-1/tutorials/notebooks/mlflow_v2_protocol_end_to_end.md)
* [Deploy a XGBoost Model Binary](/seldon-core-1/configuration/servers/xgboost.md)
* [Deploy Pre-packaged Model Server with Cluster's MinIO](/seldon-core-1/tutorials/notebooks/minio-sklearn.md)
* [Custom Pre-packaged LightGBM Server](/seldon-core-1/tutorials/notebooks/custom_server.md)

## Python Language Wrapper Examples

* [SKLearn Spacy NLP](/seldon-core-1/tutorials/notebooks/sklearn_spacy_text_classifier_example.md)
* [SKLearn Iris Classifier](/seldon-core-1/tutorials/notebooks/iris.md)
* [Sagemaker SKLearn Example](/seldon-core-1/tutorials/notebooks/sagemaker_sklearn.md)
* [TFserving MNIST](/seldon-core-1/tutorials/notebooks/tfserving_mnist.md)
* [Statsmodels Holt-Winter's time-series model](/seldon-core-1/tutorials/notebooks/statsmodels.md)
* [Runtime Metrics & Tags](/seldon-core-1/tutorials/notebooks/runtime_metrics_tags.md)
* [Triton GPT2 Example](/seldon-core-1/tutorials/notebooks/triton_gpt2_example.md)

## Specialized Framework Examples

* [NVIDIA TensorRT MNIST](/seldon-core-1/tutorials/notebooks/tensorrt.md)
* [Triton Examples](/seldon-core-1/tutorials/notebooks/triton_examples.md)

## Incubating Projects Examples

* [Kubeflow Seldon E2E Pipeline](/seldon-core-1/tutorials/notebooks/kubeflow_seldon_e2e_pipeline.md)
* [H2O Java MoJo](https://github.com/SeldonIO/seldon-core/blob/master/docs-gb/notebooks/h2o_mojo.md)
* [Outlier Detection with Combiner](/seldon-core-1/tutorials/notebooks/outlier_combiner.md)
* [Stream Processing with KNative Eventing](/seldon-core-1/tutorials/notebooks/knative_eventing_streaming.md)
* [Kafka CIFAR10](/seldon-core-1/tutorials/notebooks/cifar10_kafka.md)
* [Kafka SpaCy SKlearn NLP](/seldon-core-1/tutorials/notebooks/kafka_spacy_sklearn.md)
* [Kafka KEDA Autoscaling](/seldon-core-1/tutorials/notebooks/kafka_keda.md)
* [CPP Wrapper Simple Single File](/seldon-core-1/tutorials/notebooks/cpp_simple.md)
* [Advanced CPP Buildsystem Override](/seldon-core-1/tutorials/notebooks/cpp_advanced.md)
* [Environment Variables](/seldon-core-1/tutorials/notebooks/cpp_advanced.md#environment-variables)

## Cloud-Specific Examples

* [AWS EKS Tensorflow Deep MNIST](/seldon-core-1/tutorials/notebooks/aws_eks_deep_mnist.md)
* [Azure AKS Tensorflow Deep MNIST](/seldon-core-1/tutorials/notebooks/azure_aks_deep_mnist.md)
* [GKE with GPU Tensorflow Deep MNIST](/seldon-core-1/tutorials/notebooks/gpu_tensorflow_deep_mnist.md)
* [Alibaba Cloud Tensorflow Deep MNIST](/seldon-core-1/tutorials/notebooks/alibaba_cloud_ack_deep_mnist.md)
* [Triton GPT2 Example Azure](/seldon-core-1/tutorials/notebooks/triton_gpt2_example_azure.md)
* [Setup for Triton GPT2 Example Azure](/seldon-core-1/tutorials/notebooks/triton_gpt2_example_azure_setup.md)

## Advanced Machine Learning Monitoring

* [Real Time Monitoring of Statistical Metrics](/seldon-core-1/tutorials/notebooks/feedback_reward_custom_metrics.md)
* [Model Explainer Example](/seldon-core-1/tutorials/notebooks/iris_explainer_poetry.md)
* [Model Explainer Open Inference Protocol Example](/seldon-core-1/tutorials/notebooks/iris_anchor_tabular_explainer_v2.md)
* [Outlier Detection on CIFAR10](/seldon-core-1/tutorials/notebooks/outlier_cifar10.md)
* [Training Outlier Detector for CIFAR10 with Poetry](/seldon-core-1/tutorials/notebooks/cifar10_od_poetry.md)

## Batch Processing with Seldon Core

* [Batch Processing with Argo Workflows and S3 / Minio](/seldon-core-1/tutorials/notebooks/argo_workflows_batch.md)
* [Batch Processing with Argo Workflows and HDFS](/seldon-core-1/tutorials/notebooks/argo_workflows_hdfs_batch.md)
* [Batch Processing with Kubeflow Pipelines](/seldon-core-1/tutorials/notebooks/kubeflow_pipelines_batch.md)

## MLOps: Scaling and Monitoring and Observability

* [Autoscaling Example](/seldon-core-1/tutorials/notebooks/autoscaling_example.md)
* [KEDA Autoscaling example](/seldon-core-1/tutorials/notebooks/keda.md)
* [Request Payload Logging with ELK](/seldon-core-1/tutorials/notebooks/payload_logging.md)
* [Custom Metrics with Grafana & Prometheus](/seldon-core-1/tutorials/notebooks/metrics.md)
* [Distributed Tracing with Jaeger](/seldon-core-1/tutorials/notebooks/tracing.md)
* [Replica control](/seldon-core-1/tutorials/notebooks/scale.md)

## Production Configurations and Integrations

* [Example Helm Deployments](/seldon-core-1/tutorials/notebooks/helm_examples.md)
* [Max gRPC Message Size](/seldon-core-1/tutorials/notebooks/max_grpc_msg_size.md)
* [Deploy Multiple Seldon Core Operators](/seldon-core-1/tutorials/notebooks/multiple_operators.md)
* [Protocol Examples](/seldon-core-1/tutorials/notebooks/protocol_examples.md)
* [Configurable timeouts](/seldon-core-1/tutorials/notebooks/timeouts.md)
* [Custom Protobuf Data Example](/seldon-core-1/tutorials/notebooks/customdata_example.md)
* [Disruption Budgets Example](/seldon-core-1/tutorials/notebooks/pdbs_example.md)

## AB Tests and Progressive Rollouts

* [Istio AB Test](/seldon-core-1/tutorials/notebooks/istio_canary.md)
* [Ambassador AB Test](/seldon-core-1/tutorials/notebooks/ambassador_canary.md)
* [Seldon/Iter8 - Progressive AB Test with Single Seldon Deployment](/seldon-core-1/tutorials/notebooks/iter8-single.md)
* [Seldon/Iter8 - Progressive AB Test with Multiple Seldon Deployments](/seldon-core-1/tutorials/notebooks/iter8-separate.md)

## Complex Graph Examples

* [Chainer MNIST](/seldon-core-1/tutorials/notebooks/chainer_mnist.md)
* [Custom pre-processors with the Open Inference Protocol](/seldon-core-1/tutorials/notebooks/transformers-v2-protocol.md)
* [Graph Examples](/seldon-core-1/tutorials/notebooks/graph-examples.md)

## Ingress

* [Ambassador Canary](/seldon-core-1/tutorials/notebooks/ambassador_canary.md)
* [Ambassador Shadow](/seldon-core-1/tutorials/notebooks/ambassador_shadow.md)
* [Ambassador Headers](/seldon-core-1/tutorials/notebooks/ambassador_headers.md)
* [Istio Examples](/seldon-core-1/tutorials/notebooks/istio_examples.md)
* [Istio Canary](/seldon-core-1/tutorials/notebooks/istio_canary.md)

## Infrastructure

* [Patch Volumes for Version 1.2.0 Upgrade](/seldon-core-1/tutorials/notebooks/patch_1_2.md)

## Benchmarking and Load Tests

* [Service Orchestrator Overhead](/seldon-core-1/tutorials/notebooks/bench_svcorch.md)
* [Tensorflow Benchmark](/seldon-core-1/tutorials/notebooks/bench_tensorflow.md)
* [Argo Workflows Benchmarking](/seldon-core-1/tutorials/notebooks/vegeta_bench_argo_workflows.md)
* [Python Serialization Cost Benchmark](/seldon-core-1/tutorials/notebooks/python_serialization.md)
* [KMP\_AFFINITY Benchmarking Example](/seldon-core-1/tutorials/notebooks/python_kmp_affinity.md)
* [Kafka Payload Logging](/seldon-core-1/tutorials/notebooks/kafka_logger.md)

## Upgrading Examples

* [RClone Storage Initializer - testing new secret format](/seldon-core-1/tutorials/notebooks/rclone-upgrade.md)
* [RClone Storage Initializer - upgrading your cluster (AWS S3 / MinIO)](/seldon-core-1/tutorials/notebooks/global-rclone-upgrade.md)


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