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Reorganize FedML related docs #128

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Reorganize FedML related docs #128

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14 changes: 7 additions & 7 deletions docs/federate/cross-silo/user_guide.md
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Expand Up @@ -2,14 +2,14 @@
sidebar_position: 2
---

# Tutorial on TensorOpera AI Platform
# Tutorial on FedML AI Platform

Video Tutorial:
https://www.youtube.com/embed/Xgm0XEaMlVQ

**Write Once, Run Anywhere: Seamlessly Migrate Your Local Development to the Real-world Edge-cloud Deployment**

- How Does TensorOpera AI Platform Work?
- How Does FedML AI Platform Work?
- Local Development and Building MLOps Packages
- Create Application and Upload Local Packages
- Install FedML Agent: fedml login $account_id
Expand All @@ -18,16 +18,16 @@ https://www.youtube.com/embed/Xgm0XEaMlVQ
- Experimental Tracking via Simplified Project Management
- FedML OTA (Over-the-Air) upgrade mechanism

### How Does TensorOpera AI Platform Work?
### How Does FedML AI Platform Work?

![image](../_static/image/mlops_workflow_new.png) \
![image](../_static/image/mlops_workflow_new.png)
Figure 1: the workflow describing how MLOps works

MLOps works following the figure above; this workflow is handled by a web UI and thus avoids complex deployment.
To begin, please create an account:

- Instructions for registration: \
Please open [https://tensoropera.ai](https://tensoropera.ai) and click "Sign Up".
- Instructions for registration:
Please open [https://fedml.ai](https://fedml.ai) and click "Sign Up".

### Local Development and Building MLOps Packages

Expand Down Expand Up @@ -157,7 +157,7 @@ login: edge_id = 266
subscribe: flserver_agent/266/start_train
subscribe: flserver_agent/266/stop_train
subscribe: fl_client/flclient_agent_266/status
Congratulations, you have logged into the TensorOpera AI platform successfully!
Congratulations, you have logged into the FedML AI platform successfully!
Your device id is @0xb6ff42da6a7e.MacOS. You may review the device in the MLOps edge device list.
```

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