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deanmarchiori committed Nov 19, 2023
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59 changes: 47 additions & 12 deletions slides.html
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Expand Up @@ -416,7 +416,8 @@ <h2>Go from this…</h2>
</section>
<section id="to-this" class="slide level2">
<h2>To this…</h2>
</section>

<img data-src="img/tothis.png" class="r-stretch"></section>
<section>
<section id="part-1-overview-of-machine-learning-operations-mlops" class="title-slide slide level1 center">
<h1>Part 1: Overview of Machine Learning Operations (MLOps)</h1>
Expand Down Expand Up @@ -562,8 +563,8 @@ <h2>Deployment patterns</h2>
</section>
<section id="azure-ml-studio-tour" class="slide level2">
<h2>Azure ML Studio Tour</h2>
<p>INSERT IMAGE</p>
</section></section>

<img data-src="img/azureml.png" class="r-stretch"></section></section>
<section>
<section id="part-2-converting-development-code-into-production-quality-code" class="title-slide slide level1 center">
<h1>Part 2: Converting development code into production quality code</h1>
Expand Down Expand Up @@ -772,24 +773,58 @@ <h2>Setup</h2>
<section id="infrastructure-as-code-deployment" class="slide level2">
<h2>Infrastructure as Code deployment</h2>
<div class="columns">
<div class="column" style="width:40%;">
<div class="column" style="width:60%;">
<ol type="1">
<li class="fragment">One<br>
<li class="fragment">Create the resource group<br>
</li>
<li class="fragment">Create the Azure ML workspace<br>
</li>
<li class="fragment">Two<br>
<li class="fragment">Connect to the Azure ML workspace<br>
</li>
<li class="fragment">Three</li>
<li class="fragment">Create the compute target</li>
</ol>
</div><div class="column" style="width:60%;">
<p><img data-src="img/ven1.gif"></p>
</div><div class="column" style="width:40%;">
<p><img data-src="img/pipeline1.png"></p>
</div>
</div>
</section>
<section id="model-training" class="slide level2">
<h2>Model training</h2>
<div class="columns">
<div class="column" style="width:60%;">
<ol type="1">
<li class="fragment">Connect to the Azure ML workspace<br>
</li>
<li class="fragment">Register the environment<br>
</li>
<li class="fragment">Create the compute target<br>
</li>
<li class="fragment">Register data<br>
</li>
<li class="fragment">Run the ML Pipeline</li>
</ol>
</div><div class="column" style="width:40%;">
<p><img data-src="img/pipeline2.png"></p>
</div>
</div>
</section>
<section id="endpoint-deployment-and-test" class="slide level2">
<h2>Endpoint deployment and test</h2>
<div class="columns">
<div class="column" style="width:60%;">
<ol type="1">
<li class="fragment">Connect to the Azure ML workspace<br>
</li>
<li class="fragment">Create the online endpoint<br>
</li>
<li class="fragment">Create the online deployment</li>
<li class="fragment">Allocate traffic to the online deployment</li>
<li class="fragment">Test the online deployment</li>
</ol>
</div><div class="column" style="width:40%;">
<p><img data-src="img/pipeline3.png"></p>
</div>
</div>
</section>
<section id="real-world-considerations" class="slide level2">
<h2>Real World Considerations</h2>
Expand All @@ -813,15 +848,15 @@ <h2>Learning more</h2>
<p>For all resources visit: <a href="https://deanmarchiori.github.io/deploywithazure">https://deanmarchiori.github.io/deploywithazure</a></p>
<p><br></p>
<h3 id="contact-info">Contact Info</h3>
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</svg>
<p><a href="deanmarchiori.com">deanmarchiori.com</a></p>
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</svg>
<p>deanmarchiori</p>
<svg viewbox="0 0 512 512" style="height:1em;position:relative;display:inline-block;top:.1em;fill:#f0a800;float:left;" xmlns="http://www.w3.org/2000/svg">
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</svg>
<p>[email protected]</p>
Expand Down
58 changes: 47 additions & 11 deletions slides.qmd
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Expand Up @@ -17,9 +17,9 @@ format:
library(icons)
icons_fa <- icons::fontawesome
icon_link <- icon_style(icons_fa$solid$link, fill = "#f0a800", float = "left")
icon_github <- icon_style(icons_fa$brands$github, fill = "#f0a800", float = "left")
icon_plane <- icon_style(icons_fa$solid$`paper-plane`, fill = "#f0a800", float = "left")
icon_link <- icon_style(icons_fa$solid$link, fill = "#2A6496", float = "left")
icon_github <- icon_style(icons_fa$brands$github, fill = "#2A6496", float = "left")
icon_plane <- icon_style(icons_fa$solid$`paper-plane`, fill = "#2A6496", float = "left")
```

Expand All @@ -29,7 +29,7 @@ icon_plane <- icon_style(icons_fa$solid$`paper-plane`, fill = "#f0a800", float =

## To this...


![](img/tothis.png)

# Part 1: Overview of Machine Learning Operations (MLOps)

Expand Down Expand Up @@ -141,7 +141,7 @@ graph TD;

## Azure ML Studio Tour

INSERT IMAGE
![](img/azureml.png)


# Part 2: Converting development code into production quality code
Expand Down Expand Up @@ -317,21 +317,57 @@ More bespoke instructions at:

:::: {.columns}

::: {.column width="60%"}
1. Create the resource group
2. Create the Azure ML workspace
3. Connect to the Azure ML workspace
4. Create the compute target

:::

::: {.column width="40%"}
1. One
2. Two
3. Three
![](img/pipeline1.png)
:::

::::

## Model training

:::: {.columns}

::: {.column width="60%"}
![](img/ven1.gif)
1. Connect to the Azure ML workspace
2. Register the environment
3. Create the compute target
4. Register data
5. Run the ML Pipeline

:::

::: {.column width="40%"}
![](img/pipeline2.png)
:::

::::

## Model training
## Endpoint deployment and test

:::: {.columns}

::: {.column width="60%"}
1. Connect to the Azure ML workspace
2. Create the online endpoint
3. Create the online deployment
4. Allocate traffic to the online deployment
5. Test the online deployment

:::

::: {.column width="40%"}
![](img/pipeline3.png)
:::

## Endpoint deployment and test
::::

## Real World Considerations

Expand Down

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