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Jun 16, 2022
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Test/v0.7.0 #281

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8f5ac00
update doc
chaoyanghe Jun 16, 2022
91821b0
update doc
chaoyanghe Jun 16, 2022
35bff8f
add publication list "Awesome-Federated-Learning"
chaoyanghe Jun 16, 2022
819a933
Merge pull request #280 from FedML-AI/dev/v0.7.0
chaoyanghe Jun 16, 2022
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8 changes: 4 additions & 4 deletions doc/en/_build/html/_sources/mlops/user_guide.md.txt
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# FedML MLOps User Guide

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

- How Does FedML MLOps Platform Work?
- Local Development (Simulation) and Building MLOps Packages
- Local Development and Building MLOps Packages
- Create Application and Upload Local Packages
- Install FedML Agent: fedml login $account_id
- Invite Collaborators, Create a Group and a Project
Expand All @@ -12,7 +12,7 @@


### How Does FedML MLOps Platform Work?
![image](../_static/image/mlops_workflow.png) \
![image](../_static/image/mlops_workflow_new.png) \
Figure 1: the workflow describing how MLOps works

MLOps works as the figure shown above. Such a workflow is handled by web UI without the need to handle complex deployment.
Expand All @@ -22,7 +22,7 @@ Now please register an account and follow the following instruction step by step
Please open [https://open.fedml.ai](https://open.fedml.ai) and find "Sign Up".


### Local Development (Simulation) and Building MLOps Packages
### Local Development and Building MLOps Packages

After you finish the local developing/debugging of the FedML project using FedML library (e.g., successfully run the example [https://doc.fedml.ai/cross-silo/examples/mqtt_s3_fedavg_mnist_lr_example.html](https://doc.fedml.ai/cross-silo/examples/mqtt_s3_fedavg_mnist_lr_example.html)),
you can now deploy it into the real-world edge-cloud system.
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2 changes: 1 addition & 1 deletion doc/en/_build/html/index.html
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Expand Up @@ -351,7 +351,7 @@ <h2>Outline<a class="headerlink" href="#outline" title="Permalink to this headli
<li class="toctree-l1"><a class="reference internal" href="starter/mlops_video.html">FedML MLOps Video Tutorial</a></li>
<li class="toctree-l1"><a class="reference internal" href="mlops/user_guide.html">FedML MLOps User Guide</a><ul>
<li class="toctree-l2"><a class="reference internal" href="mlops/user_guide.html#how-does-fedml-mlops-platform-work">How Does FedML MLOps Platform Work?</a></li>
<li class="toctree-l2"><a class="reference internal" href="mlops/user_guide.html#local-development-simulation-and-building-mlops-packages">Local Development (Simulation) and Building MLOps Packages</a></li>
<li class="toctree-l2"><a class="reference internal" href="mlops/user_guide.html#local-development-and-building-mlops-packages">Local Development and Building MLOps Packages</a></li>
<li class="toctree-l2"><a class="reference internal" href="mlops/user_guide.html#create-application-and-upload-local-packages">1. Create Application and Upload Local Packages</a></li>
<li class="toctree-l2"><a class="reference internal" href="mlops/user_guide.html#install-fedml-agent-fedml-login-account-id">2. Install FedML Agent: fedml login $account_id</a></li>
<li class="toctree-l2"><a class="reference internal" href="mlops/user_guide.html#invite-collaborators-create-a-group-and-a-project">3. Invite Collaborators, Create a Group and a Project</a></li>
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Expand Up @@ -324,10 +324,10 @@

<section id="fedml-mlops-user-guide">
<h1>FedML MLOps User Guide<a class="headerlink" href="#fedml-mlops-user-guide" title="Permalink to this headline">¶</a></h1>
<p><strong>Write Once, Run Anywhere: Seamlessly Migrate Your Local Simulation to the Real-world Edge-cloud Deployment</strong></p>
<p><strong>Write Once, Run Anywhere: Seamlessly Migrate Your Local Development to the Real-world Edge-cloud Deployment</strong></p>
<ul class="simple">
<li><p>How Does FedML MLOps Platform Work?</p></li>
<li><p>Local Development (Simulation) and Building MLOps Packages</p></li>
<li><p>Local Development and Building MLOps Packages</p></li>
<li><p>Create Application and Upload Local Packages</p></li>
<li><p>Install FedML Agent: fedml login $account_id</p></li>
<li><p>Invite Collaborators, Create a Group and a Project</p></li>
Expand All @@ -336,7 +336,7 @@ <h1>FedML MLOps User Guide<a class="headerlink" href="#fedml-mlops-user-guide" t
</ul>
<section id="how-does-fedml-mlops-platform-work">
<h2>How Does FedML MLOps Platform Work?<a class="headerlink" href="#how-does-fedml-mlops-platform-work" title="Permalink to this headline">¶</a></h2>
<p><img alt="image" src="../_images/mlops_workflow.png" /> <br />
<p><img alt="image" src="../_images/mlops_workflow_new.png" /> <br />
Figure 1: the workflow describing how MLOps works</p>
<p>MLOps works as the figure shown above. Such a workflow is handled by web UI without the need to handle complex deployment.
Now please register an account and follow the following instruction step by step.</p>
Expand All @@ -345,8 +345,8 @@ <h2>How Does FedML MLOps Platform Work?<a class="headerlink" href="#how-does-fed
Please open <a class="reference external" href="https://open.fedml.ai">https://open.fedml.ai</a> and find “Sign Up”.</p></li>
</ul>
</section>
<section id="local-development-simulation-and-building-mlops-packages">
<h2>Local Development (Simulation) and Building MLOps Packages<a class="headerlink" href="#local-development-simulation-and-building-mlops-packages" title="Permalink to this headline">¶</a></h2>
<section id="local-development-and-building-mlops-packages">
<h2>Local Development and Building MLOps Packages<a class="headerlink" href="#local-development-and-building-mlops-packages" title="Permalink to this headline">¶</a></h2>
<p>After you finish the local developing/debugging of the FedML project using FedML library (e.g., successfully run the example <a class="reference external" href="https://doc.fedml.ai/cross-silo/examples/mqtt_s3_fedavg_mnist_lr_example.html">https://doc.fedml.ai/cross-silo/examples/mqtt_s3_fedavg_mnist_lr_example.html</a>),
you can now deploy it into the real-world edge-cloud system.</p>
<p>Next, we use the cross-silo project example at
Expand Down Expand Up @@ -553,7 +553,7 @@ <h2>5. Experimental Tracking via Simplified Project Management<a class="headerli
<ul>
<li><a class="reference internal" href="#">FedML MLOps User Guide</a><ul>
<li><a class="reference internal" href="#how-does-fedml-mlops-platform-work">How Does FedML MLOps Platform Work?</a></li>
<li><a class="reference internal" href="#local-development-simulation-and-building-mlops-packages">Local Development (Simulation) and Building MLOps Packages</a></li>
<li><a class="reference internal" href="#local-development-and-building-mlops-packages">Local Development and Building MLOps Packages</a></li>
<li><a class="reference internal" href="#create-application-and-upload-local-packages">1. Create Application and Upload Local Packages</a></li>
<li><a class="reference internal" href="#install-fedml-agent-fedml-login-account-id">2. Install FedML Agent: fedml login $account_id</a></li>
<li><a class="reference internal" href="#invite-collaborators-create-a-group-and-a-project">3. Invite Collaborators, Create a Group and a Project</a></li>
Expand Down
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8 changes: 4 additions & 4 deletions doc/en/mlops/user_guide.md
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@@ -1,9 +1,9 @@
# FedML MLOps User Guide

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

- How Does FedML MLOps Platform Work?
- Local Development (Simulation) and Building MLOps Packages
- Local Development and Building MLOps Packages
- Create Application and Upload Local Packages
- Install FedML Agent: fedml login $account_id
- Invite Collaborators, Create a Group and a Project
Expand All @@ -12,7 +12,7 @@


### How Does FedML MLOps Platform Work?
![image](../_static/image/mlops_workflow.png) \
![image](../_static/image/mlops_workflow_new.png) \
Figure 1: the workflow describing how MLOps works

MLOps works as the figure shown above. Such a workflow is handled by web UI without the need to handle complex deployment.
Expand All @@ -22,7 +22,7 @@ Now please register an account and follow the following instruction step by step
Please open [https://open.fedml.ai](https://open.fedml.ai) and find "Sign Up".


### Local Development (Simulation) and Building MLOps Packages
### Local Development and Building MLOps Packages

After you finish the local developing/debugging of the FedML project using FedML library (e.g., successfully run the example [https://doc.fedml.ai/cross-silo/examples/mqtt_s3_fedavg_mnist_lr_example.html](https://doc.fedml.ai/cross-silo/examples/mqtt_s3_fedavg_mnist_lr_example.html)),
you can now deploy it into the real-world edge-cloud system.
Expand Down
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