[DOCS] time series modular refactoring pass 3

Author: mpytlik-intel

manufacturing-ai-suite/industrial-edge-insights-time-series/README.md

@@ -6,14 +6,14 @@ Industrial Edge Insights - Time Series sample application demonstrates a time se
 
 To see the system requirements and other installation, see the following guides:
 
-  - [System Requirements](docs/user-guide/system-requirements.md): Hardware and software requirements for running the sample application.
-  - [Get Started](docs/user-guide/get-started.md): Step-by-step guide to getting started with the docker compose deployment of the sample application.
+  - [System Requirements](docs/user-guide/wind-turbine-anomaly/system-requirements.md): Hardware and software requirements for running the sample application.
+  - [Get Started](docs/user-guide/wind-turbine-anomaly/get-started.md): Step-by-step guide to getting started with the docker compose deployment of the sample application.
 
 ## Architecture and Functionality Overview
 
 The Industrial Edge Insights - Time Series sample application comprises of data simulators, the generic Time Series AI stack based on **TICK Stack**, and Grafana. The Model Registry microservice helps to achieve the MLOps flow by uploading the **UDF deployment package**.
 
-![Time Series AI Stack Architecture Diagram](./docs/user-guide/_images/time-series-ai-stack-architecture.png)
+![Time Series AI Stack Architecture Diagram](./docs/user-guide/wind-turbine-anomaly/_images/time-series-ai-stack-architecture.png)
 
   - **Data Simulators/Destinations**: OPC-UA server and MQTT Publisher simulate data sources and destinations, reading from CSV files and interfacing with Telegraf plugins for data ingestion.
   - **Generic Time Series AI Stack**: A customizable pipeline for data ingestion, storage, processing, and visualization, supporting integration with various databases, and enabling deep learning model execution.
@@ -22,16 +22,14 @@ The Industrial Edge Insights - Time Series sample application comprises of data
   - **Data Processing**: Kapacitor processes time series data in real-time, allowing custom logic using User-Defined Functions (UDFs) for anomaly detection and advanced analytics.
   - **Data Visualization**: Grafana offers an intuitive interface for real-time visualization of time series data stored in InfluxDB, enabling custom dashboards and monitoring.
 
-For more details on Architecture, see [How it works](docs/user-guide/how-it-works.md).
+For more details on Architecture, see [How it works](docs/user-guide/wind-turbine-anomaly/how-it-works.md).
 
 ## Learn More
 
-  - [How to Deploy with Helm](docs/user-guide/how-to-deploy-with-helm.md): Guide for deploying the sample application on a k8s cluster using Helm.
-  - [How to build from source and deploy](docs/user-guide/how-to-build-from-source.md): Guide to build from source and docker compose deployment
-  - [How to configure OPC-UA/MQTT alerts](docs/user-guide/how-to-configure-alerts.md): Guide for configuring the OPC-UA/MQTT alerts in the Time Series Analytics microservice
-  - [How to configure custom UDF deployment package](docs/user-guide/how-to-configure-custom-udf.md): Guide for deploying a customized UDF deployment package (udfs/models/tick scripts)
-  - [How to create a new sample app](docs/user-guide/how-to-create-a-new-sample-app.md): Guide for creating a new sample app by referencing Wind Turbine Anomaly Detection sample app
+  - [How to Deploy with Helm](docs/user-guide/wind-turbine-anomaly/how-to-deploy-with-helm.md): Guide for deploying the sample application on a k8s cluster using Helm.
+  - [How to build from source and deploy](docs/user-guide/wind-turbine-anomaly/how-to-build-from-source.md): Guide to build from source and docker compose deployment
+  - [How to configure OPC-UA/MQTT alerts](docs/user-guide/wind-turbine-anomaly/how-to-configure-alerts.md): Guide for configuring the OPC-UA/MQTT alerts in the Time Series Analytics microservice
+  - [How to configure custom UDF deployment package](docs/user-guide/wind-turbine-anomaly/how-to-configure-custom-udf.md): Guide for deploying a customized UDF deployment package (udfs/models/tick scripts)
+  - [How to create a new sample app](docs/user-guide/wind-turbine-anomaly/how-to-create-a-new-sample-app.md): Guide for creating a new sample app by referencing Wind Turbine Anomaly Detection sample app
 - **Release Notes**
-  - [Release Notes](docs/user-guide/release_notes/Overview.md): Information on the latest updates, improvements, and bug fixes.
-
-
+  - [Release Notes](docs/user-guide/wind-turbine-anomaly/release_notes.md): Information on the latest updates, improvements, and bug fixes.