added documentaion

Author: KshitizLohia

notebook_examples/README.md

@@ -724,3 +724,121 @@ This notebook was developed on the conda pack with slug: `rapids2110_p37_gpu_v1`
 <sub>Universal Permissive License v 1.0</sup>
 
 ---
+
+### <a name="feature_store_ehr_data.ipynb"></a> - Medical Data Management Using Feature Store
+
+<sub>Updated: 11/13/2023</sub>
+#### [`feature_store_ehr_data.ipynb`](feature_store_ehr_data.ipynb)
+
+Manage and utilize medical data efficiently using a feature store. This notebook demonstrates the storage, retrieval, and manipulation of Electronic Health Record (EHR) data within a feature store framework.
+
+`feature store` `medical data` `data management` 
+
+<sub>License: Universal Permissive License v 1.0</sub>
+
+---
+
+### <a name="feature_store_embeddings.ipynb"></a> - Storage of Hugging Face Embeddings Using Feature Store
+
+<sub>Updated: 11/13/2023</sub>
+#### [`feature_store_embeddings.ipynb`](feature_store_embeddings.ipynb)
+
+Explore the storage and retrieval of Hugging Face embeddings within a feature store setup. This notebook provides insights into storing and utilizing pre-trained embeddings for various natural language processing tasks using the feature store infrastructure.
+
+`feature store` `Hugging Face embeddings` `storage`
+
+<sub>License: Universal Permissive License v 1.0</sub>
+
+---
+
+### <a name="feature_store_embeddings_openai.ipynb"></a> - Storage of OpenAI Embeddings Using Feature Store
+
+<sub>Updated: 11/13/2023</sub>
+#### [`feature_store_embeddings_openai.ipynb`](feature_store_embeddings_openai.ipynb)
+
+Learn how to store and leverage OpenAI embeddings effectively within a feature store environment. This notebook guides users through the process of managing and utilizing OpenAI-generated embeddings for diverse machine learning applications within a feature store framework.
+
+`feature store` `OpenAI embeddings` `storage`
+
+<sub>License: Universal Permissive License v 1.0</sub>
+
+---
+
+### <a name="feature_store_medical_synthetic_data_openai.ipynb"></a> - Synthetic Data Generation Using Feature Store
+
+<sub>Updated: 11/13/2023</sub>
+#### [`feature_store_medical_synthetic_data_openai.ipynb`](feature_store_medical_synthetic_data_openai.ipynb)
+
+Generate synthetic medical data leveraging OpenAI tools within a feature store. This notebook illustrates the process of creating synthetic medical data for various research and analysis purposes using the capabilities of a feature store.
+
+`feature store` `synthetic data generation` `medical data` 
+
+<sub>License: Universal Permissive License v 1.0</sub>
+
+---
+
+### <a name="feature_store_pii_redaction_and_transformation.ipynb"></a> - PII Redaction Using Feature Store
+
+<sub>Updated: 11/13/2023</sub>
+#### [`feature_store_pii_redaction_and_transformation.ipynb`](feature_store_pii_redaction_and_transformation.ipynb)
+
+Explore techniques and methods for Personally Identifiable Information (PII) redaction and transformation within a feature store environment. This notebook demonstrates how to manage sensitive data securely by implementing PII masking and transformation techniques using a feature store.
+
+`feature store` `PII redaction` `data security`
+
+<sub>License: Universal Permissive License v 1.0</sub>
+
+---
+
+### <a name="feature_store_querying.ipynb"></a> - Querying Operations Using Feature Store
+
+<sub>Updated: 11/13/2023</sub>
+#### [`feature_store_querying.ipynb`](feature_store_querying.ipynb)
+
+Understand and perform querying operations within a feature store setup. This notebook covers querying techniques, data retrieval, and manipulation strategies to efficiently access and utilize stored features in a feature store environment.
+
+`feature store` `querying` `data operations`
+
+<sub>License: Universal Permissive License v 1.0</sub>
+
+---
+
+### <a name="feature_store_quickstart.ipynb"></a> - Quickstart for Feature Store
+
+<sub>Updated: 11/13/2023</sub>
+#### [`feature_store_quickstart.ipynb`](feature_store_quickstart.ipynb)
+
+Get started quickly with a feature store setup using this introductory notebook. It provides step-by-step guidance and essential information for setting up and utilizing a feature store environment for efficient data management and analysis.
+
+`feature store` `quickstart` `data management`
+
+<sub>License: Universal Permissive License v 1.0</sub>
+
+---
+
+### <a name="feature_store_schema_evolution.ipynb"></a> - Schema Evolution and Schema Enforcement Using Feature Store
+
+<sub>Updated: 11/13/2023</sub>
+#### [`feature_store_schema_evolution.ipynb`](feature_store_schema_evolution.ipynb)
+
+Learn about schema evolution and enforcement techniques within a feature store. This notebook explores methods to handle schema changes, enforce data integrity, and manage evolving data structures effectively in a feature store environment.
+
+`feature store` `schema evolution` `data integrity`
+
+<sub>License: Universal Permissive License v 1.0</sub>
+
+---
+
+### <a name="feature_store_spark_magic.ipynb"></a> - Big Data Operations Using Feature Store
+
+<sub>Updated: 11/13/2023</sub>
+#### [`feature_store_spark_magic.ipynb`](feature_store_spark_magic.ipynb)
+
+Explore big data operations within a feature store using Spark magic commands. This notebook demonstrates how to leverage the power of Spark for efficient data handling and analysis in a feature store environment.
+
+`feature store` `big data operations` `Spark`
+
+<sub>License: Universal Permissive License v 1.0</sub>
+
+---
+