# watson-machine-learning-samples **Repository Path**: mirrors_ibm/watson-machine-learning-samples ## Basic Information - **Project Name**: watson-machine-learning-samples - **Description**: IBM watsonx.ai sample models, notebooks and apps. - **Primary Language**: Unknown - **License**: Apache-2.0 - **Default Branch**: master - **Homepage**: None - **GVP Project**: No ## Statistics - **Stars**: 0 - **Forks**: 0 - **Created**: 2020-11-23 - **Last Updated**: 2026-02-08 ## Categories & Tags **Categories**: Uncategorized **Tags**: None ## README # Sample notebooks for IBM watsonx.ai for IBM Cloud and IBM watsonx.ai software product The sample notebooks in this repo demonstrate Watson Machine Learning and watsonx.ai capabilities such as: - Running experiments on model building using AutoAI or Deep Learning - Deploying third-party models as web services or batch jobs (i.e.: scikit-learn, xgboost, keras, PMMl, SPSS, etc.) - Monitoring deployments with OpenScale (drift, bias detection) - Managing model lifecycles (updating the model version, refreshing a deployment) - Inferencing watsonx.ai foundation models - Integrating LangChain with watsonx.ai Notebooks with Python code and the Python SDK can be found in the `python_sdk` folder. The REST API examples are organized in the `rest_api` folder. ## Deployments This section contains sample notebooks with examples of how to serve different types of models, either as online or batch jobs. | Notebook | Description | CLOUD | CPD3.5 | CPD4.0 | CPD4.5 | CPD4.6 | CPD4.7 | CPD4.8 | CPD5.0 | CPD5.1 | CPD5.2 | CPD5.3 | |:------------------------------------------------------------------------------------------|:----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------| | Use custom software spec to create statsmodels function | Demonstrates how to deploy in watsonx.ai Runtime service a Python function with statsmodel library. | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cloud/notebooks/python_sdk/deployments/custom_software_spec/Use%20custom%20software%20spec%20to%20create%20statsmodels%20function.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd3.5/notebooks/python_sdk/deployments/custom_software_spec/Use%20custom%20software%20spec%20to%20create%20statsmodels%20function.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd4.0/notebooks/python_sdk/deployments/custom_software_spec/Use%20custom%20software%20spec%20to%20create%20statsmodels%20function.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd4.5/notebooks/python_sdk/deployments/custom_software_spec/Use%20custom%20software%20spec%20to%20create%20statsmodels%20function.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd4.6/notebooks/python_sdk/deployments/custom_software_spec/Use%20custom%20software%20spec%20to%20create%20statsmodels%20function.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd4.7/notebooks/python_sdk/deployments/custom_software_spec/Use%20custom%20software%20spec%20to%20create%20statsmodels%20function.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd4.8/notebooks/python_sdk/deployments/custom_library/Use%20custom%20software%20spec%20to%20create%20statsmodels%20function.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.0/notebooks/python_sdk/deployments/custom_library/Use%20custom%20software%20spec%20to%20create%20statsmodels%20function.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.1/notebooks/python_sdk/deployments/custom_library/Use%20custom%20software%20spec%20to%20create%20statsmodels%20function.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.2/notebooks/python_sdk/deployments/custom_library/Use%20custom%20software%20spec%20to%20create%20statsmodels%20function.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.3/notebooks/python_sdk/deployments/custom_library/Use%20custom%20software%20spec%20to%20create%20statsmodels%20function.ipynb) | | Use Keras to recognize hand-written digits | Demonstrates support of Keras model deployment and scoring in the watsonx.ai service. | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cloud/notebooks/python_sdk/deployments/keras/Use%20Keras%20to%20recognize%20hand-written%20digits.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd3.5/notebooks/python_sdk/deployments/keras/Use%20Keras%20to%20recognize%20hand-written%20digits.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd4.0/notebooks/python_sdk/deployments/keras/Use%20Keras%20to%20recognize%20hand-written%20digits.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd4.5/notebooks/python_sdk/deployments/keras/Use%20Keras%20to%20recognize%20hand-written%20digits.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd4.6/notebooks/python_sdk/deployments/keras/Use%20Keras%20to%20recognize%20hand-written%20digits.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd4.7/notebooks/python_sdk/deployments/keras/Use%20Keras%20to%20recognize%20hand-written%20digits.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd4.8/notebooks/python_sdk/deployments/keras/Use%20Keras%20to%20recognize%20hand-written%20digits.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.0/notebooks/python_sdk/deployments/keras/Use%20Keras%20to%20recognize%20hand-written%20digits.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.1/notebooks/python_sdk/deployments/keras/Use%20Keras%20to%20recognize%20hand-written%20digits.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.2/notebooks/python_sdk/deployments/keras/Use%20Keras%20to%20recognize%20hand-written%20digits.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.3/notebooks/python_sdk/deployments/keras/Use%20Keras%20to%20recognize%20hand-written%20digits.ipynb) | | Use PMML to predict iris species | Demonstrates support of PMML model deployment and scoring in the watsonx.ai service. | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cloud/notebooks/python_sdk/deployments/pmml/Use%20PMML%20to%20predict%20iris%20species.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd3.5/notebooks/python_sdk/deployments/pmml/Use%20PMML%20to%20predict%20iris%20species.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd4.0/notebooks/python_sdk/deployments/pmml/Use%20PMML%20to%20predict%20iris%20species.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd4.5/notebooks/python_sdk/deployments/pmml/Use%20PMML%20to%20predict%20iris%20species.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd4.6/notebooks/python_sdk/deployments/pmml/Use%20PMML%20to%20predict%20iris%20species.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd4.7/notebooks/python_sdk/deployments/pmml/Use%20PMML%20to%20predict%20iris%20species.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd4.8/notebooks/python_sdk/deployments/pmml/Use%20PMML%20to%20predict%20iris%20species.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.0/notebooks/python_sdk/deployments/pmml/Use%20PMML%20to%20predict%20iris%20species.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.1/notebooks/python_sdk/deployments/pmml/Use%20PMML%20to%20predict%20iris%20species.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.2/notebooks/python_sdk/deployments/pmml/Use%20PMML%20to%20predict%20iris%20species.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.3/notebooks/python_sdk/deployments/pmml/Use%20PMML%20to%20predict%20iris%20species.ipynb) | | Use Pytorch to recognize hand-written digits | Demonstrates support of PyTorch model deployment and scoring in the watsonx.ai service. | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cloud/notebooks/python_sdk/deployments/pytorch/Use%20Pytorch%20to%20recognize%20hand-written%20digits.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd3.5/notebooks/python_sdk/deployments/pytorch/Use%20Pytorch%20to%20recognize%20hand-written%20digits.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd4.0/notebooks/python_sdk/deployments/pytorch/Use%20Pytorch%20to%20recognize%20hand-written%20digits.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd4.5/notebooks/python_sdk/deployments/pytorch/Use%20Pytorch%20to%20recognize%20hand-written%20digits.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd4.6/notebooks/python_sdk/deployments/pytorch/Use%20Pytorch%20to%20recognize%20hand-written%20digits.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd4.7/notebooks/python_sdk/deployments/pytorch/Use%20Pytorch%20to%20recognize%20hand-written%20digits.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd4.8/notebooks/python_sdk/deployments/pytorch/Use%20Pytorch%20to%20recognize%20hand-written%20digits.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.0/notebooks/python_sdk/deployments/pytorch/Use%20Pytorch%20to%20recognize%20hand-written%20digits.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.1/notebooks/python_sdk/deployments/pytorch/Use%20Pytorch%20to%20recognize%20hand-written%20digits.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.2/notebooks/python_sdk/deployments/pytorch/Use%20Pytorch%20to%20recognize%20hand-written%20digits.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.3/notebooks/python_sdk/deployments/pytorch/Use%20Pytorch%20to%20recognize%20hand-written%20digits.ipynb) | | Use scikit-learn and custom library to predict temperature | Demonstrates support for training a scikit-learn model that uses a custom defined transformer and using it with watsonx.ai Runtime service. | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cloud/notebooks/python_sdk/deployments/custom_library/Use%20scikit-learn%20and%20custom%20library%20to%20predict%20temperature.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd3.5/notebooks/python_sdk/deployments/custom_library/Use%20scikit-learn%20and%20custom%20library%20to%20predict%20temperature.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd4.0/notebooks/python_sdk/deployments/custom_library/Use%20scikit-learn%20and%20custom%20library%20to%20predict%20temperature.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd4.5/notebooks/python_sdk/deployments/custom_library/Use%20scikit-learn%20and%20custom%20library%20to%20predict%20temperature.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd4.6/notebooks/python_sdk/deployments/custom_library/Use%20scikit-learn%20and%20custom%20library%20to%20predict%20temperature.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd4.7/notebooks/python_sdk/deployments/custom_library/Use%20scikit-learn%20and%20custom%20library%20to%20predict%20temperature.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd4.8/notebooks/python_sdk/deployments/custom_library/Use%20scikit-learn%20and%20custom%20library%20to%20predict%20temperature.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.0/notebooks/python_sdk/deployments/custom_library/Use%20scikit-learn%20and%20custom%20library%20to%20predict%20temperature.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.1/notebooks/python_sdk/deployments/custom_library/Use%20scikit-learn%20and%20custom%20library%20to%20predict%20temperature.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.2/notebooks/python_sdk/deployments/custom_library/Use%20scikit-learn%20and%20custom%20library%20to%20predict%20temperature.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.3/notebooks/python_sdk/deployments/custom_library/Use%20scikit-learn%20and%20custom%20library%20to%20predict%20temperature.ipynb) | | Use scikit-learn to recognize hand-written digits | Demonstrates how to persist and deploy a locally trained scikit-learn model in watsonx.ai. | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cloud/notebooks/python_sdk/deployments/scikit-learn/Use%20scikit-learn%20to%20recognize%20hand-written%20digits.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd3.5/notebooks/python_sdk/deployments/scikit-learn/Use%20scikit-learn%20to%20recognize%20hand-written%20digits.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd4.0/notebooks/python_sdk/deployments/scikit-learn/Use%20scikit-learn%20to%20recognize%20hand-written%20digits.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd4.5/notebooks/python_sdk/deployments/scikit-learn/Use%20scikit-learn%20to%20recognize%20hand-written%20digits.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd4.6/notebooks/python_sdk/deployments/scikit-learn/Use%20scikit-learn%20to%20recognize%20hand-written%20digits.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd4.7/notebooks/python_sdk/deployments/scikit-learn/Use%20scikit-learn%20to%20recognize%20hand-written%20digits.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd4.8/notebooks/python_sdk/deployments/scikit-learn/Use%20scikit-learn%20to%20recognize%20hand-written%20digits.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.0/notebooks/python_sdk/deployments/scikit-learn/Use%20scikit-learn%20to%20recognize%20hand-written%20digits.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.1/notebooks/python_sdk/deployments/scikit-learn/Use%20scikit-learn%20to%20recognize%20hand-written%20digits.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.2/notebooks/python_sdk/deployments/scikit_learn/Use%20scikit-learn%20to%20recognize%20hand-written%20digits.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.3/notebooks/python_sdk/deployments/scikit_learn/Use%20scikit-learn%20to%20recognize%20hand-written%20digits.ipynb) | | Use Spark to predict credit risk | Demonstrates support for Apache Spark model persistance, deployment, and scoring. | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cloud/notebooks/python_sdk/deployments/spark/Use%20Spark%20to%20predict%20credit%20risk.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd3.5/notebooks/python_sdk/deployments/spark/Use%20Spark%20to%20predict%20credit%20risk.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd4.0/notebooks/python_sdk/deployments/spark/Use%20Spark%20to%20predict%20credit%20risk.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd4.5/notebooks/python_sdk/deployments/spark/Use%20Spark%20to%20predict%20credit%20risk.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd4.6/notebooks/python_sdk/deployments/spark/Use%20Spark%20to%20predict%20credit%20risk.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd4.7/notebooks/python_sdk/deployments/spark/Use%20Spark%20to%20predict%20credit%20risk.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd4.8/notebooks/python_sdk/deployments/spark/Use%20Spark%20to%20predict%20credit%20risk.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.0/notebooks/python_sdk/deployments/spark/Use%20Spark%20to%20predict%20credit%20risk.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.1/notebooks/python_sdk/deployments/spark/Use%20Spark%20to%20predict%20credit%20risk.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.2/notebooks/python_sdk/deployments/spark/Use%20Spark%20to%20predict%20credit%20risk.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.3/notebooks/python_sdk/deployments/spark/Use%20Spark%20to%20predict%20credit%20risk.ipynb) | | Use SPSS to predict customer churn | Demonstrates support for deploying SPSS models and scoring data against it. | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cloud/notebooks/python_sdk/deployments/spss/Use%20SPSS%20to%20predict%20customer%20churn.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd3.5/notebooks/python_sdk/deployments/spss/Use%20SPSS%20to%20predict%20customer%20churn.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd4.0/notebooks/python_sdk/deployments/spss/Use%20SPSS%20to%20predict%20customer%20churn.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd4.5/notebooks/python_sdk/deployments/spss/Use%20SPSS%20to%20predict%20customer%20churn.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd4.6/notebooks/python_sdk/deployments/spss/Use%20SPSS%20to%20predict%20customer%20churn.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd4.7/notebooks/python_sdk/deployments/spss/Use%20SPSS%20to%20predict%20customer%20churn.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd4.8/notebooks/python_sdk/deployments/spss/Use%20SPSS%20to%20predict%20customer%20churn.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.0/notebooks/python_sdk/deployments/spss/Use%20SPSS%20to%20predict%20customer%20churn.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.1/notebooks/python_sdk/deployments/spss/Use%20SPSS%20to%20predict%20customer%20churn.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.2/notebooks/python_sdk/deployments/spss/Use%20SPSS%20to%20predict%20customer%20churn.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.3/notebooks/python_sdk/deployments/spss/Use%20SPSS%20to%20predict%20customer%20churn.ipynb) | | Use Tensorflow to recognize hand-written digits | Demonstrates support of Tensorflow model deployment and scoring in the watsonx.ai service. | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cloud/notebooks/python_sdk/deployments/tensorflow/Use%20Tensorflow%20to%20recognize%20hand-written%20digits.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd3.5/notebooks/python_sdk/deployments/tensorflow/Use%20Tensorflow%20to%20recognize%20hand-written%20digits.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd4.0/notebooks/python_sdk/deployments/tensorflow/Use%20Tensorflow%20to%20recognize%20hand-written%20digits.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd4.5/notebooks/python_sdk/deployments/tensorflow/Use%20Tensorflow%20to%20recognize%20hand-written%20digits.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd4.6/notebooks/python_sdk/deployments/tensorflow/Use%20Tensorflow%20to%20recognize%20hand-written%20digits.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd4.7/notebooks/python_sdk/deployments/tensorflow/Use%20Tensorflow%20to%20recognize%20hand-written%20digits.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd4.8/notebooks/python_sdk/deployments/tensorflow/Use%20Tensorflow%20to%20recognize%20hand-written%20digits.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.0/notebooks/python_sdk/deployments/tensorflow/Use%20Tensorflow%20to%20recognize%20hand-written%20digits.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.1/notebooks/python_sdk/deployments/tensorflow/Use%20Tensorflow%20to%20recognize%20hand-written%20digits.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.2/notebooks/python_sdk/deployments/tensorflow/Use%20Tensorflow%20to%20recognize%20hand-written%20digits.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.3/notebooks/python_sdk/deployments/tensorflow/Use%20Tensorflow%20to%20recognize%20hand-written%20digits.ipynb) | | Use Time Series Foundation Models and timeseries data to predict energy demand | Demonstrates the use of a pre-trained time series foundation model for multivariate forecasting tasks and showcases the variety of features available in Time Series Foundation Models. | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cloud/notebooks/python_sdk/deployments/foundation_models/Use%20Time%20Series%20Foundation%20Models%20and%20timeseries%20data%20to%20predict%20energy%20demand.ipynb) | - | - | - | - | - | - | - | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.1/notebooks/python_sdk/deployments/foundation_models/Use%20Time%20Series%20Foundation%20Models%20and%20timeseries%20data%20to%20predict%20energy%20demand.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.2/notebooks/python_sdk/deployments/foundation_models/Use%20Time%20Series%20Foundation%20Models%20and%20timeseries%20data%20to%20predict%20energy%20demand.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.3/notebooks/python_sdk/deployments/foundation_models/Use%20Time%20Series%20Foundation%20Models%20and%20timeseries%20data%20to%20predict%20energy%20demand.ipynb) | | Use watsonx Text Extraction V2 service to extract text from file | Demonstrates support for Text Extraction V2 using ibm-watsonx-ai Python SDK. | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cloud/notebooks/python_sdk/deployments/foundation_models/Use%20watsonx%20Text%20Extraction%20V2%20service%20to%20extract%20text%20from%20file.ipynb) | - | - | - | - | - | - | - | - | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.2/notebooks/python_sdk/deployments/foundation_models/Use%20watsonx%20Text%20Extraction%20V2%20service%20to%20extract%20text%20from%20file.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.3/notebooks/python_sdk/deployments/foundation_models/Use%20watsonx%20Text%20Extraction%20V2%20service%20to%20extract%20text%20from%20file.ipynb) | | Use watsonx to manage Prompt Template assets and create deployment | Demonstrates how to create a Prompt Template Asset and how to create a deployment pointing on it. | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cloud/notebooks/python_sdk/deployments/foundation_models/Use%20watsonx%20to%20manage%20Prompt%20Template%20assets%20and%20create%20deployment.ipynb) | - | - | - | - | - | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd4.8/notebooks/python_sdk/deployments/foundation_models/Use%20watsonx%20to%20manage%20Prompt%20Template%20assets%20and%20create%20deployment.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.0/notebooks/python_sdk/deployments/foundation_models/Use%20watsonx%20to%20manage%20Prompt%20Template%20assets%20and%20create%20deployment.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.1/notebooks/python_sdk/deployments/foundation_models/Use%20watsonx%20to%20manage%20Prompt%20Template%20assets%20and%20create%20deployment.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.2/notebooks/python_sdk/deployments/foundation_models/Use%20watsonx%20to%20manage%20Prompt%20Template%20assets%20and%20create%20deployment.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.3/notebooks/python_sdk/deployments/foundation_models/Use%20watsonx%20to%20manage%20Prompt%20Template%20assets%20and%20create%20deployment.ipynb) | | Use watsonx to run generate_batch job using AI service | Demonstrates support of watsonx.ai AI service for adding documents to vector store. | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cloud/notebooks/python_sdk/deployments/ai_services/Use%20watsonx%20to%20run%20generate_batch%20job%20using%20AI%20service.ipynb) | - | - | - | - | - | - | - | - | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.2/notebooks/python_sdk/deployments/ai_services/Use%20watsonx%20to%20run%20generate_batch%20job%20using%20AI%20service.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.3/notebooks/python_sdk/deployments/ai_services/Use%20watsonx%20to%20run%20generate_batch%20job%20using%20AI%20service.ipynb) | | Use watsonx, and Elasticsearch Python SDK to answer questions (RAG) | Demonstrates support of Retrieval Augumented Generation in watsonx.ai using Elasticsearch vector store. | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cloud/notebooks/python_sdk/deployments/foundation_models/RAG/Use%20watsonx%2C%20and%20Elasticsearch%20Python%20SDK%20to%20answer%20questions%20%28RAG%29.ipynb) | - | - | - | - | - | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd4.8/notebooks/python_sdk/deployments/foundation_models/RAG/Use%20watsonx%2C%20and%20Elasticsearch%20Python%20SDK%20to%20answer%20questions%20%28RAG%29.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.0/notebooks/python_sdk/deployments/foundation_models/RAG/Use%20watsonx%2C%20and%20Elasticsearch%20Python%20SDK%20to%20answer%20questions%20%28RAG%29.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.1/notebooks/python_sdk/deployments/foundation_models/RAG/Use%20watsonx%2C%20and%20Elasticsearch%20Python%20SDK%20to%20answer%20questions%20%28RAG%29.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.2/notebooks/python_sdk/deployments/foundation_models/RAG/Use%20watsonx%2C%20and%20Elasticsearch%20Python%20SDK%20to%20answer%20questions%20%28RAG%29.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.3/notebooks/python_sdk/deployments/foundation_models/RAG/Use%20watsonx%2C%20and%20Elasticsearch%20Python%20SDK%20to%20answer%20questions%20%28RAG%29.ipynb) | | Use watsonx, and LangChain to make a series of calls to a language model | Demonstrates how to chain LLMs to generate a sequence of creating a random question on a given topic and an answer to that question. | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cloud/notebooks/python_sdk/deployments/foundation_models/Use%20watsonx%2C%20and%20LangChain%20to%20make%20a%20series%20of%20calls%20to%20a%20language%20model.ipynb) | - | - | - | - | - | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd4.8/notebooks/python_sdk/deployments/foundation_models/Use%20watsonx%2C%20and%20LangChain%20to%20make%20a%20series%20of%20calls%20to%20a%20language%20model.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.0/notebooks/python_sdk/deployments/foundation_models/Use%20watsonx%2C%20and%20LangChain%20to%20make%20a%20series%20of%20calls%20to%20a%20language%20model.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.1/notebooks/python_sdk/deployments/foundation_models/Use%20watsonx%2C%20and%20LangChain%20to%20make%20a%20series%20of%20calls%20to%20a%20language%20model.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.2/notebooks/python_sdk/deployments/foundation_models/Use%20watsonx%2C%20and%20LangChain%20to%20make%20a%20series%20of%20calls%20to%20a%20language%20model.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.3/notebooks/python_sdk/deployments/foundation_models/Use%20watsonx%2C%20and%20LangChain%20to%20make%20a%20series%20of%20calls%20to%20a%20language%20model.ipynb) | | Use watsonx, and LLM model for image processing to generate a description of the IBM logo | Demonstrates support for image processing Chat models in watsonx.ai using a LLM. | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cloud/notebooks/python_sdk/deployments/foundation_models/chat/Use%20watsonx%2C%20and%20%60llama-3-2-11b-vision-instruct%60%20model%20for%20image%20processing%20to%20generate%20a%20description%20of%20the%20IBM%20logo.ipynb) | - | - | - | - | - | - | - | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.1/notebooks/python_sdk/deployments/foundation_models/chat/Use%20watsonx%2C%20and%20%60llama-3-2-11b-vision-instruct%60%20model%20for%20image%20processing%20to%20generate%20a%20description%20of%20the%20IBM%20logo.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.2/notebooks/python_sdk/deployments/foundation_models/chat/Use%20watsonx%2C%20and%20%60llama-3-2-11b-vision-instruct%60%20model%20for%20image%20processing%20to%20generate%20a%20description%20of%20the%20IBM%20logo.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.3/notebooks/python_sdk/deployments/foundation_models/chat/Use%20watsonx%2C%20and%20%60llama-3-2-11b-vision-instruct%60%20model%20for%20image%20processing%20to%20generate%20a%20description%20of%20the%20IBM%20logo.ipynb) | | Use watsonx, and LLM to analyze car rental customer satisfaction from text | Demonstrates support of text sentiment analysis in watsonx using a LLM. | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cloud/notebooks/python_sdk/deployments/foundation_models/Use%20watsonx%2C%20and%20%60granite-13b-instruct%60%20to%20analyze%20car%20rental%20customer%20satisfaction%20from%20text.ipynb) | - | - | - | - | - | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd4.8/notebooks/python_sdk/deployments/foundation_models/Use%20watsonx%2C%20and%20%60granite-13b-instruct%60%20to%20analyze%20car%20rental%20customer%20satisfaction%20from%20text.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.0/notebooks/python_sdk/deployments/foundation_models/Use%20watsonx%2C%20and%20%60granite-13b-instruct%60%20to%20analyze%20car%20rental%20customer%20satisfaction%20from%20text.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.1/notebooks/python_sdk/deployments/foundation_models/Use%20watsonx%2C%20and%20%60granite-13b-instruct%60%20to%20analyze%20car%20rental%20customer%20satisfaction%20from%20text.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.2/notebooks/python_sdk/deployments/foundation_models/Use%20watsonx%2C%20and%20%60granite-3-3-8b-instruct%60%20to%20analyze%20car%20rental%20customer%20satisfaction%20from%20text.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.3/notebooks/python_sdk/deployments/foundation_models/Use%20watsonx%2C%20and%20%60granite-3-3-8b-instruct%60%20to%20analyze%20car%20rental%20customer%20satisfaction%20from%20text.ipynb) | | Use watsonx, and LLM to find sentiments of legal documents | Demonstrates support of text sentiment analysis of legal documents in watsonx using a LLM. | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cloud/notebooks/python_sdk/deployments/foundation_models/Use%20watsonx%2C%20and%20%60mixtral-8x7b-instruct-v01%60%20to%20find%20sentiments%20of%20legal%20documents.ipynb) | - | - | - | - | - | - | - | - | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.2/notebooks/python_sdk/deployments/foundation_models/Use%20watsonx%2C%20and%20%60granite-guardian-3-2b%60%20to%20find%20sentiments%20of%20legal%20documents.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.3/notebooks/python_sdk/deployments/foundation_models/Use%20watsonx%2C%20and%20%60granite-guardian-3-2b%60%20to%20find%20sentiments%20of%20legal%20documents.ipynb) | | Use watsonx, and LLM to Fine Tune with LoRA on online banking queries annotated | Demonstrates support of LoRA Fine Tuning in watsonx using a LLM. | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cloud/notebooks/python_sdk/deployments/foundation_models/fine_tuning/Use%20watsonx%2C%20and%20%60meta-llama-3-1-8b%60%20to%20Fine%20Tune%20with%20LoRA%20on%20online%20banking%20queries%20annotated.ipynb) | - | - | - | - | - | - | - | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.1/notebooks/python_sdk/deployments/foundation_models/fine_tuning/Use%20watsonx%2C%20and%20%60meta-llama-3-1-8b%60%20to%20Fine%20Tune%20with%20LoRA%20on%20online%20banking%20queries%20annotated.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.2/notebooks/python_sdk/deployments/foundation_models/fine_tuning/Use%20watsonx%2C%20and%20%60meta-llama-3-1-8b%60%20to%20Fine%20Tune%20with%20LoRA%20on%20online%20banking%20queries%20annotated.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.3/notebooks/python_sdk/deployments/foundation_models/fine_tuning/Use%20watsonx%2C%20and%20%60meta-llama-3-1-8b%60%20to%20Fine%20Tune%20with%20LoRA%20on%20online%20banking%20queries%20annotated.ipynb) | | Use watsonx, and LLM to make simple chat conversation and tool calls | Demonstrates support for Chat models, including the integration of tools and a LLM available in watsonx.ai. | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cloud/notebooks/python_sdk/deployments/foundation_models/chat/Use%20watsonx%2C%20and%20%60mistral-large%60%20to%20make%20simple%20chat%20conversation%20and%20tool%20calls.ipynb) | - | - | - | - | - | - | - | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.1/notebooks/python_sdk/deployments/foundation_models/chat/Use%20watsonx%2C%20and%20%60mistral-large%60%20to%20make%20simple%20chat%20conversation%20and%20tool%20calls.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.2/notebooks/python_sdk/deployments/foundation_models/chat/Use%20watsonx%2C%20and%20%60granite-3-3-8b-instruct%60%20to%20make%20simple%20chat%20conversation%20and%20tool%20calls.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.3/notebooks/python_sdk/deployments/foundation_models/chat/Use%20watsonx%2C%20and%20%60granite-3-3-8b-instruct%60%20to%20make%20simple%20chat%20conversation%20and%20tool%20calls.ipynb) | | Use watsonx, and LLM to run as an AI service | Demonstrates support for watsonx.ai AI service using a LLM. | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cloud/notebooks/python_sdk/deployments/ai_services/Use%20watsonx%2C%20and%20%60llama-3-2-11b-vision-instruct%60%20to%20run%20as%20an%20AI%20service.ipynb) | - | - | - | - | - | - | - | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.1/notebooks/python_sdk/deployments/ai_services/Use%20watsonx%2C%20and%20%60granite-3-8b-instruct%60%20to%20run%20as%20an%20AI%20service.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.2/notebooks/python_sdk/deployments/ai_services/Use%20watsonx%2C%20and%20%60granite-3-8b-instruct%60%20to%20run%20as%20an%20AI%20service.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.3/notebooks/python_sdk/deployments/ai_services/Use%20watsonx%2C%20and%20%60granite-3-8b-instruct%60%20to%20run%20as%20an%20AI%20service.ipynb) | | Use watsonx, and LLM to summarize legal Contracts documents | Demonstrates support of text summarization in watsonx using a LLM. | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cloud/notebooks/python_sdk/deployments/foundation_models/Use%20watsonx%2C%20and%20%60mixtral-8x7b-instruct-v01%60%20to%20summarize%20legal%20Contracts%20documents.ipynb) | - | - | - | - | - | - | - | - | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.2/notebooks/python_sdk/deployments/foundation_models/Use%20watsonx%2C%20and%20%60granite-3-3-8b-instruct%60%20to%20summarize%20legal%20Contracts%20documents.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.3/notebooks/python_sdk/deployments/foundation_models/Use%20watsonx%2C%20and%20%60granite-3-3-8b-instruct%60%20to%20summarize%20legal%20Contracts%20documents.ipynb) | | Use watsonx, and LLM with support for tools to perform simple calculations | Demonstrates support for Chat models, including the integration of tools using LangGraph and a LLM available in watsonx.ai. | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cloud/notebooks/python_sdk/deployments/foundation_models/chat/Use%20watsonx%2C%20and%20%60mistral-large%60%20with%20support%20for%20tools%20to%20perform%20simple%20calculations.ipynb) | - | - | - | - | - | - | - | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.1/notebooks/python_sdk/deployments/foundation_models/chat/Use%20watsonx%2C%20and%20%60mistral-large%60%20with%20support%20for%20tools%20to%20perform%20simple%20calculations.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.2/notebooks/python_sdk/deployments/foundation_models/chat/Use%20watsonx%2C%20and%20%60mistral-small-3-1-24b-instruct-2503%60%20with%20support%20for%20tools%20to%20perform%20simple%20calculations.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.3/notebooks/python_sdk/deployments/foundation_models/chat/Use%20watsonx%2C%20and%20%60mistral-small-3-1-24b-instruct-2503%60%20with%20support%20for%20tools%20to%20perform%20simple%20calculations.ipynb) | | Use watsonx, Chroma, and LangChain to answer questions (RAG) | Demonstrates support of creating and deploying Retrieval Augumented Generation in watsonx.ai using Chroma vector store. | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cloud/notebooks/python_sdk/deployments/foundation_models/RAG/Use%20watsonx%2C%20Chroma%2C%20and%20LangChain%20to%20answer%20questions%20%28RAG%29.ipynb) | - | - | - | - | - | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd4.8/notebooks/python_sdk/deployments/foundation_models/RAG/Use%20watsonx%2C%20Chroma%2C%20and%20LangChain%20to%20answer%20questions%20%28RAG%29.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.0/notebooks/python_sdk/deployments/foundation_models/RAG/Use%20watsonx%2C%20Chroma%2C%20and%20LangChain%20to%20answer%20questions%20%28RAG%29.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.1/notebooks/python_sdk/deployments/foundation_models/RAG/Use%20watsonx%2C%20Chroma%2C%20and%20LangChain%20to%20answer%20questions%20%28RAG%29.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.2/notebooks/python_sdk/deployments/foundation_models/RAG/Use%20watsonx%2C%20Chroma%2C%20and%20LangChain%20to%20answer%20questions%20%28RAG%29.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.3/notebooks/python_sdk/deployments/foundation_models/RAG/Use%20watsonx%2C%20Chroma%2C%20and%20LangChain%20to%20answer%20questions%20%28RAG%29.ipynb) | | Use watsonx, Elasticsearch, and LangChain to answer questions (RAG) | Demonstrates support of creating and deploying Retrieval Augumented Generation in watsonx.ai using LangChain and Elasticsearch vector store. | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cloud/notebooks/python_sdk/deployments/foundation_models/RAG/Use%20watsonx%2C%20Elasticsearch%2C%20and%20LangChain%20to%20answer%20questions%20%28RAG%29.ipynb) | - | - | - | - | - | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd4.8/notebooks/python_sdk/deployments/foundation_models/RAG/Use%20watsonx%2C%20Elasticsearch%2C%20and%20LangChain%20to%20answer%20questions%20%28RAG%29.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.0/notebooks/python_sdk/deployments/foundation_models/RAG/Use%20watsonx%2C%20Elasticsearch%2C%20and%20LangChain%20to%20answer%20questions%20%28RAG%29.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.1/notebooks/python_sdk/deployments/foundation_models/RAG/Use%20watsonx%2C%20Elasticsearch%2C%20and%20LangChain%20to%20answer%20questions%20%28RAG%29.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.2/notebooks/python_sdk/deployments/foundation_models/RAG/Use%20watsonx%2C%20Elasticsearch%2C%20and%20LangChain%20to%20answer%20questions%20%28RAG%29.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.3/notebooks/python_sdk/deployments/foundation_models/RAG/Use%20watsonx%2C%20Elasticsearch%2C%20and%20LangChain%20to%20answer%20questions%20%28RAG%29.ipynb) | | Use XGBoost to classify tumors | Demonstrates how to get data from the IBM Watson Studio Community, create a predictive model, and start scoring new data. | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cloud/notebooks/python_sdk/deployments/xgboost/Use%20XGBoost%20to%20classify%20tumors.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd3.5/notebooks/python_sdk/deployments/xgboost/Use%20XGBoost%20to%20classify%20tumors.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd4.0/notebooks/python_sdk/deployments/xgboost/Use%20XGBoost%20to%20classify%20tumors.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd4.5/notebooks/python_sdk/deployments/xgboost/Use%20XGBoost%20to%20classify%20tumors.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd4.6/notebooks/python_sdk/deployments/xgboost/Use%20XGBoost%20to%20classify%20tumors.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd4.7/notebooks/python_sdk/deployments/xgboost/Use%20XGBoost%20to%20classify%20tumors.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd4.8/notebooks/python_sdk/deployments/xgboost/Use%20XGBoost%20to%20classify%20tumors.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.0/notebooks/python_sdk/deployments/xgboost/Use%20XGBoost%20to%20classify%20tumors.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.1/notebooks/python_sdk/deployments/xgboost/Use%20XGBoost%20to%20classify%20tumors.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.2/notebooks/python_sdk/deployments/xgboost/Use%20XGBoost%20to%20classify%20tumors.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.3/notebooks/python_sdk/deployments/xgboost/Use%20XGBoost%20to%20classify%20tumors.ipynb) | ## Experiments This section contains sample notebooks with examples of how to use AutoAI and Deep Learning experiments. The notebooks show how to trigger such an experiment, work with trained models, and do model comparison, refinery, and finally deployment. | Notebook | Description | CLOUD | CPD3.5 | CPD4.0 | CPD4.5 | CPD4.6 | CPD4.7 | CPD4.8 | CPD5.0 | CPD5.1 | CPD5.2 | CPD5.3 | |:-------------------------------------------------------------------------------------|:----------------------------------------------------------------------------------------------------------------------------------|:-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------| | Use AutoAI and Lale to predict credit risk | Demonstrates how to use AutoAI experiments by getting a German credit data set and training the model to predict banking credit. | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cloud/notebooks/python_sdk/experiments/autoai/Use%20AutoAI%20and%20Lale%20to%20predict%20credit%20risk.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd3.5/notebooks/python_sdk/experiments/autoai/Use%20AutoAI%20and%20Lale%20to%20predict%20credit%20risk.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd4.0/notebooks/python_sdk/experiments/autoai/Use%20AutoAI%20and%20Lale%20to%20predict%20credit%20risk.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd4.5/notebooks/python_sdk/experiments/autoai/Use%20AutoAI%20and%20Lale%20to%20predict%20credit%20risk.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd4.6/notebooks/python_sdk/experiments/autoai/Use%20AutoAI%20and%20Lale%20to%20predict%20credit%20risk.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd4.7/notebooks/python_sdk/experiments/autoai/Use%20AutoAI%20and%20Lale%20to%20predict%20credit%20risk.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd4.8/notebooks/python_sdk/experiments/autoai/Use%20AutoAI%20and%20Lale%20to%20predict%20credit%20risk.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.0/notebooks/python_sdk/experiments/autoai/Use%20AutoAI%20and%20Lale%20to%20predict%20credit%20risk.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.1/notebooks/python_sdk/experiments/autoai/Use%20AutoAI%20and%20Lale%20to%20predict%20credit%20risk.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.2/notebooks/python_sdk/experiments/autoai/Use%20AutoAI%20and%20Lale%20to%20predict%20credit%20risk.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.3/notebooks/python_sdk/experiments/autoai/Use%20AutoAI%20and%20Lale%20to%20predict%20credit%20risk.ipynb) | | Use AutoAI and timeseries data to predict COVID cases | Demonstrates how to use AutoAI experiments for timeseries data sets in Watson Machine Learning service. | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cloud/notebooks/python_sdk/experiments/autoai/Use%20AutoAI%20and%20timeseries%20data%20to%20predict%20COVID%20cases.ipynb) | - | - | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd4.5/notebooks/python_sdk/experiments/autoai/Use%20AutoAI%20and%20timeseries%20data%20to%20predict%20COVID%20cases.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd4.6/notebooks/python_sdk/experiments/autoai/Use%20AutoAI%20and%20timeseries%20data%20to%20predict%20COVID%20cases.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd4.7/notebooks/python_sdk/experiments/autoai/Use%20AutoAI%20and%20timeseries%20data%20to%20predict%20COVID%20cases.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd4.8/notebooks/python_sdk/experiments/autoai/Use%20AutoAI%20and%20timeseries%20data%20to%20predict%20COVID%20cases.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.0/notebooks/python_sdk/experiments/autoai/Use%20AutoAI%20and%20timeseries%20data%20to%20predict%20COVID%20cases.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.1/notebooks/python_sdk/experiments/autoai/Use%20AutoAI%20and%20timeseries%20data%20to%20predict%20COVID%20cases.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.2/notebooks/python_sdk/experiments/autoai/Use%20AutoAI%20and%20timeseries%20data%20to%20predict%20COVID%20cases.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.3/notebooks/python_sdk/experiments/autoai/Use%20AutoAI%20and%20timeseries%20data%20to%20predict%20COVID%20cases.ipynb) | | Use AutoAI RAG and Chroma to create a pattern about IBM | Demonstrates the usage of IBM AutoAI RAG with Chroma vector store. | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cloud/notebooks/python_sdk/experiments/autoai_rag/Use%20AutoAI%20RAG%20and%20Chroma%20to%20create%20a%20pattern%20about%20IBM.ipynb) | - | - | - | - | - | - | - | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.1/notebooks/python_sdk/experiments/autoai_rag/Use%20AutoAI%20RAG%20and%20Chroma%20to%20create%20a%20pattern%20about%20IBM.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.2/notebooks/python_sdk/experiments/autoai_rag/Use%20AutoAI%20RAG%20and%20Chroma%20to%20create%20a%20pattern%20about%20IBM.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.3/notebooks/python_sdk/experiments/autoai_rag/Use%20AutoAI%20RAG%20and%20Chroma%20to%20create%20a%20pattern%20about%20IBM.ipynb) | | Use AutoAI RAG and Milvus to create a pattern about IBM | Demonstrates the usage of IBM AutoAI RAG with Milvus vector store. | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cloud/notebooks/python_sdk/experiments/autoai_rag/Use%20AutoAI%20RAG%20and%20Milvus%20to%20create%20a%20pattern%20about%20IBM.ipynb) | - | - | - | - | - | - | - | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.1/notebooks/python_sdk/experiments/autoai_rag/Use%20AutoAI%20RAG%20and%20Milvus%20to%20create%20a%20pattern%20about%20IBM.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.2/notebooks/python_sdk/experiments/autoai_rag/Use%20AutoAI%20RAG%20and%20Milvus%20to%20create%20a%20pattern%20about%20IBM.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.3/notebooks/python_sdk/experiments/autoai_rag/Use%20AutoAI%20RAG%20and%20Milvus%20to%20create%20a%20pattern%20about%20IBM.ipynb) | | Use AutoAI RAG with custom foundation model | Demonstrates how to deploy custom foundation model and use this model in AutoAI RAG experiment. | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cloud/notebooks/python_sdk/experiments/autoai_rag/Use%20AutoAI%20RAG%20with%20custom%20foundation%20model.ipynb) | - | - | - | - | - | - | - | - | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.2/notebooks/python_sdk/experiments/autoai_rag/Use%20AutoAI%20RAG%20with%20custom%20foundation%20model.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.3/notebooks/python_sdk/experiments/autoai_rag/Use%20AutoAI%20RAG%20with%20custom%20foundation%20model.ipynb) | | Use AutoAI RAG with predefined Milvus index to create a pattern about IBM | Demonstrates the usage of IBM AutoAI RAG with predefined vector store collection. | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cloud/notebooks/python_sdk/experiments/autoai_rag/Use%20AutoAI%20RAG%20with%20predefined%20Milvus%20index%20to%20create%20a%20pattern%20about%20IBM.ipynb) | - | - | - | - | - | - | - | - | - | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.3/notebooks/python_sdk/experiments/autoai_rag/Use%20AutoAI%20RAG%20with%20predefined%20Milvus%20index%20to%20create%20a%20pattern%20about%20IBM.ipynb) | | Use AutoAI RAG with SQL knowledge base reference | Demonstrates the usage of IBM AutoAI RAG with SQL database as knowledge source. | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cloud/notebooks/python_sdk/experiments/autoai_rag/Use%20AutoAI%20RAG%20with%20SQL%20knowledge%20base%20reference.ipynb) | - | - | - | - | - | - | - | - | - | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.3/notebooks/python_sdk/experiments/autoai_rag/Use%20AutoAI%20RAG%20with%20SQL%20knowledge%20base%20reference.ipynb) | | Use AutoAI RAG with watsonx Text Extraction service | Demonstrates how to process data using the IBM watsonx.ai Text Extraction service and use the result in an AutoAI RAG experiment. | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cloud/notebooks/python_sdk/experiments/autoai_rag/Use%20AutoAI%20RAG%20with%20watsonx%20Text%20Extraction%20service.ipynb) | - | - | - | - | - | - | - | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.1/notebooks/python_sdk/experiments/autoai_rag/Use%20AutoAI%20RAG%20with%20watsonx%20Text%20Extraction%20service.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.2/notebooks/python_sdk/experiments/autoai_rag/Use%20AutoAI%20RAG%20with%20watsonx%20Text%20Extraction%20service.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.3/notebooks/python_sdk/experiments/autoai_rag/Use%20AutoAI%20RAG%20with%20watsonx%20Text%20Extraction%20service.ipynb) | | Use AutoAI to train fair models | Demonstrates how to use AutoAI experiments with bias detection/mitigation in Watson Machine Learning. | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cloud/notebooks/python_sdk/experiments/autoai/fairness/Use%20AutoAI%20to%20train%20fair%20models.ipynb) | - | - | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd4.5/notebooks/python_sdk/experiments/autoai/fairness/Use%20AutoAI%20to%20train%20fair%20models.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd4.6/notebooks/python_sdk/experiments/autoai/fairness/Use%20AutoAI%20to%20train%20fair%20models.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd4.7/notebooks/python_sdk/experiments/autoai/fairness/Use%20AutoAI%20to%20train%20fair%20models.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd4.8/notebooks/python_sdk/experiments/autoai/fairness/Use%20AutoAI%20to%20train%20fair%20models.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.0/notebooks/python_sdk/experiments/autoai/fairness/Use%20AutoAI%20to%20train%20fair%20models.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.1/notebooks/python_sdk/experiments/autoai/fairness/Use%20AutoAI%20to%20train%20fair%20models.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.2/notebooks/python_sdk/experiments/autoai/fairness/Use%20AutoAI%20to%20train%20fair%20models.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.3/notebooks/python_sdk/experiments/autoai/fairness/Use%20AutoAI%20to%20train%20fair%20models.ipynb) | | Use Lale AIF360 DisparateImpactRemover to mitigate bias for credit risk AutoAI model | Demonstrates support of AutoAI experiments in watsonx.ai Runtime service. | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cloud/notebooks/python_sdk/experiments/autoai/fairness/Use%20Lale%20AIF360%20DisparateImpactRemover%20to%20mitigate%20bias%20for%20credit%20risk%20AutoAI%20model.ipynb) | - | - | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd4.5/notebooks/python_sdk/experiments/autoai/fairness/Use%20Lale%20AIF360%20DisparateImpactRemover%20to%20mitigate%20bias%20for%20credit%20risk%20AutoAI%20model.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd4.6/notebooks/python_sdk/experiments/autoai/fairness/Use%20Lale%20AIF360%20DisparateImpactRemover%20to%20mitigate%20bias%20for%20credit%20risk%20AutoAI%20model.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd4.7/notebooks/python_sdk/experiments/autoai/fairness/Use%20Lale%20AIF360%20DisparateImpactRemover%20to%20mitigate%20bias%20for%20credit%20risk%20AutoAI%20model.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd4.8/notebooks/python_sdk/experiments/autoai/fairness/Use%20Lale%20AIF360%20DisparateImpactRemover%20to%20mitigate%20bias%20for%20credit%20risk%20AutoAI%20model.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.0/notebooks/python_sdk/experiments/autoai/fairness/Use%20Lale%20AIF360%20DisparateImpactRemover%20to%20mitigate%20bias%20for%20credit%20risk%20AutoAI%20model.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.1/notebooks/python_sdk/experiments/autoai/fairness/Use%20Lale%20AIF360%20DisparateImpactRemover%20to%20mitigate%20bias%20for%20credit%20risk%20AutoAI%20model.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.2/notebooks/python_sdk/experiments/autoai/fairness/Use%20Lale%20AIF360%20DisparateImpactRemover%20to%20mitigate%20bias%20for%20credit%20risk%20AutoAI%20model.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.3/notebooks/python_sdk/experiments/autoai/fairness/Use%20Lale%20AIF360%20DisparateImpactRemover%20to%20mitigate%20bias%20for%20credit%20risk%20AutoAI%20model.ipynb) | | Use Lale AIF360 scorers to calculate and mitigate bias for credit risk AutoAI model | Demonstrates how to use AutoAI experiments in watsonx.ai Runtime service. | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cloud/notebooks/python_sdk/experiments/autoai/fairness/Use%20Lale%20AIF360%20scorers%20to%20calculate%20and%20mitigate%20bias%20for%20credit%20risk%20AutoAI%20model.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd3.5/notebooks/python_sdk/experiments/autoai/Use%20Lale%20AIF360%20scorers%20to%20calculate%20and%20mitigate%20bias%20for%20credit%20risk%20AutoAI%20model.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd4.0/notebooks/python_sdk/experiments/autoai/Use%20Lale%20AIF360%20scorers%20to%20calculate%20and%20mitigate%20bias%20for%20credit%20risk%20AutoAI%20model.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd4.5/notebooks/python_sdk/experiments/autoai/fairness/Use%20Lale%20AIF360%20scorers%20to%20calculate%20and%20mitigate%20bias%20for%20credit%20risk%20AutoAI%20model.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd4.6/notebooks/python_sdk/experiments/autoai/fairness/Use%20Lale%20AIF360%20scorers%20to%20calculate%20and%20mitigate%20bias%20for%20credit%20risk%20AutoAI%20model.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd4.7/notebooks/python_sdk/experiments/autoai/fairness/Use%20Lale%20AIF360%20scorers%20to%20calculate%20and%20mitigate%20bias%20for%20credit%20risk%20AutoAI%20model.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd4.8/notebooks/python_sdk/experiments/autoai/fairness/Use%20Lale%20AIF360%20scorers%20to%20calculate%20and%20mitigate%20bias%20for%20credit%20risk%20AutoAI%20model.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.0/notebooks/python_sdk/experiments/autoai/fairness/Use%20Lale%20AIF360%20scorers%20to%20calculate%20and%20mitigate%20bias%20for%20credit%20risk%20AutoAI%20model.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.1/notebooks/python_sdk/experiments/autoai/fairness/Use%20Lale%20AIF360%20scorers%20to%20calculate%20and%20mitigate%20bias%20for%20credit%20risk%20AutoAI%20model.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.2/notebooks/python_sdk/experiments/autoai/fairness/Use%20Lale%20AIF360%20scorers%20to%20calculate%20and%20mitigate%20bias%20for%20credit%20risk%20AutoAI%20model.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.3/notebooks/python_sdk/experiments/autoai/fairness/Use%20Lale%20AIF360%20scorers%20to%20calculate%20and%20mitigate%20bias%20for%20credit%20risk%20AutoAI%20model.ipynb) | ## Instance Management This section contains sample notebooks with examples that show how to work with the Watson Machine Learning instance. | Notebook | Description | CLOUD | CPD3.5 | CPD4.0 | CPD4.5 | CPD4.6 | CPD4.7 | CPD4.8 | CPD5.0 | CPD5.1 | CPD5.2 | CPD5.3 | |:---------------------------------------------|:-----------------------------------------------------------------------------------------|:--------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------| | Machine Learning artifacts export and import | Demonstrates an example of exporting and importing assets using Watson Machine Learning. | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cloud/notebooks/python_sdk/instance-management/Machine%20Learning%20artifacts%20export%20and%20import.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd3.5/notebooks/python_sdk/instance-management/Machine%20Learning%20artifacts%20export%20and%20import.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd4.0/notebooks/python_sdk/instance-management/Machine%20Learning%20artifacts%20export%20and%20import.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd4.5/notebooks/python_sdk/instance-management/Machine%20Learning%20artifacts%20export%20and%20import.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd4.6/notebooks/python_sdk/instance-management/Machine%20Learning%20artifacts%20export%20and%20import.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd4.7/notebooks/python_sdk/instance-management/Machine%20Learning%20artifacts%20export%20and%20import.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd4.8/notebooks/python_sdk/instance-management/Machine%20Learning%20artifacts%20export%20and%20import.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.0/notebooks/python_sdk/instance-management/Machine%20Learning%20artifacts%20export%20and%20import.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.1/notebooks/python_sdk/instance-management/Machine%20Learning%20artifacts%20export%20and%20import.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.2/notebooks/python_sdk/instance-management/Machine%20Learning%20artifacts%20export%20and%20import.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.3/notebooks/python_sdk/instance-management/Machine%20Learning%20artifacts%20export%20and%20import.ipynb) | | Machine Learning artifacts management | Demonstrates how to manage and clean up a Watson Machine Learning instance. | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cloud/notebooks/python_sdk/instance-management/Machine%20Learning%20artifacts%20management.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd3.5/notebooks/python_sdk/instance-management/Machine%20Learning%20artifacts%20management.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd4.0/notebooks/python_sdk/instance-management/Machine%20Learning%20artifacts%20management.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd4.5/notebooks/python_sdk/instance-management/Machine%20Learning%20artifacts%20management.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd4.6/notebooks/python_sdk/instance-management/Machine%20Learning%20artifacts%20management.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd4.7/notebooks/python_sdk/instance-management/Machine%20Learning%20artifacts%20management.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd4.8/notebooks/python_sdk/instance-management/Machine%20Learning%20artifacts%20management.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.0/notebooks/python_sdk/instance-management/Machine%20Learning%20artifacts%20management.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.1/notebooks/python_sdk/instance-management/Machine%20Learning%20artifacts%20management.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.2/notebooks/python_sdk/instance-management/Machine%20Learning%20artifacts%20management.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.3/notebooks/python_sdk/instance-management/Machine%20Learning%20artifacts%20management.ipynb) | | Space management | Demonstrates how to manage spaces in the context of Watson Machine Learning. | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cloud/notebooks/python_sdk/instance-management/Space%20management.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd3.5/notebooks/python_sdk/instance-management/Space%20management.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd4.0/notebooks/python_sdk/instance-management/Space%20management.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd4.5/notebooks/python_sdk/instance-management/Space%20management.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd4.6/notebooks/python_sdk/instance-management/Space%20management.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd4.7/notebooks/python_sdk/instance-management/Space%20management.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd4.8/notebooks/python_sdk/instance-management/Space%20management.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.0/notebooks/python_sdk/instance-management/Space%20management.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.1/notebooks/python_sdk/instance-management/Space%20management.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.2/notebooks/python_sdk/instance-management/Space%20management.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.3/notebooks/python_sdk/instance-management/Space%20management.ipynb) | ## Lifecycle Management This section contains sample notebooks with examples that show how to update an existing model version and refresh an existing deployment in-place. | Notebook | Description | CLOUD | CPD3.5 | CPD4.0 | CPD4.5 | CPD4.6 | CPD4.7 | CPD4.8 | CPD5.0 | CPD5.1 | CPD5.2 | CPD5.3 | |:----------------------------------------------------------------------------------|:----------------------------------------------------------------------------------------------------|:--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:---------|:---------|:---------|:---------|:------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------| | Use python API to automate AutoAI deployment lifecycle | Demonstrates how to use the AI Lifecycle features from the AutoAI model in Watson Machine Learning. | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cloud/notebooks/python_sdk/lifecycle-management/Use%20python%20API%20to%20automate%20AutoAI%20deployment%20lifecycle.ipynb) | - | - | - | - | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd4.7/notebooks/python_sdk/lifecycle-management/Use%20python%20API%20to%20automate%20AutoAI%20deployment%20lifecycle.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd4.8/notebooks/python_sdk/lifecycle-management/Use%20python%20API%20to%20automate%20AutoAI%20deployment%20lifecycle.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.0/notebooks/python_sdk/lifecycle-management/Use%20python%20API%20to%20automate%20AutoAI%20deployment%20lifecycle.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.1/notebooks/python_sdk/lifecycle-management/Use%20python%20API%20to%20automate%20AutoAI%20deployment%20lifecycle.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.2/notebooks/python_sdk/lifecycle-management/Use%20Python%20API%20to%20automate%20AutoAI%20deployment%20lifecycle.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.3/notebooks/python_sdk/lifecycle-management/Use%20Python%20API%20to%20automate%20AutoAI%20deployment%20lifecycle.ipynb) | | Use scikit-learn and AI lifecycle capabilities to predict California house prices | Demonstrates how to use the AI Lifecycle features in watsonx.ai. | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cloud/notebooks/python_sdk/lifecycle-management/Use%20scikit-learn%20and%20AI%20lifecycle%20capabilities%20to%20predict%20California%20house%20prices.ipynb) | - | - | - | - | - | - | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.0/notebooks/python_sdk/lifecycle-management/Use%20scikit-learn%20and%20AI%20lifecycle%20capabilities%20to%20predict%20California%20house%20prices.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.1/notebooks/python_sdk/lifecycle-management/Use%20scikit-learn%20and%20AI%20lifecycle%20capabilities%20to%20predict%20California%20house%20prices.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.2/notebooks/python_sdk/lifecycle-management/Use%20scikit-learn%20and%20AI%20lifecycle%20capabilities%20to%20predict%20California%20house%20prices.ipynb) | [link](https://github.com/IBM/watsonx-ai-samples/blob/master/cpd5.3/notebooks/python_sdk/lifecycle-management/Use%20scikit-learn%20and%20AI%20lifecycle%20capabilities%20to%20predict%20California%20house%20prices.ipynb) |