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Joannes Madu committed Oct 9, 2024
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38 changes: 19 additions & 19 deletions _layouts/default.html
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<a id="skip-to-content" href="#content">Skip to the content.</a>

<header class="page-header" role="banner">
<a href="https://digicatapult.github.io/bridgeAI-MLOps-knowledge-hub/"><img src="../assets/logo.png" class="top-left" width="124px" height="124px"></a>
<a href="../"><img src="../assets/logo.png" class="top-left" width="124px" height="124px"></a>
<h1 class="project-name">{{ page.title | default: site.title | default: site.github.repository_name }}</h1>
<br>
<br>
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}

</style>
<div id="mySidenav" class="sidenav">
<!-- <div id="mySidenav" class="sidenav">
<a href="https://digicatapult.github.io/bridgeAI-MLOps-knowledge-hub/">Home</a>
<br>
<a onclick="toggleNavMlops()"><img src="https://cdn0.iconfinder.com/data/icons/rounded-basics/24/rounded__menu-512.png" width="15px" height="15px"> MLOps: The Big Picture</a>
Expand All @@ -286,30 +286,30 @@ <h1 class="project-name">{{ page.title | default: site.title | default: site.git
<a href="https://digicatapult.github.io/bridgeAI-MLOps-knowledge-hub/corporate_perspective/prerequisites.html">Skills, Roles and Tool Horizon Scan</a>
<a href="https://digicatapult.github.io/bridgeAI-MLOps-knowledge-hub/corporate_perspective/maturity_assessment.html">Maturity Assessment</a>
<a href="https://digicatapult.github.io/bridgeAI-MLOps-knowledge-hub/corporate_perspective/best_practices.html">MLOps Best Practices</a>
</div>
</div> -->

<!-- <div id="mySidenav" class="sidenav">
<a href="http://localhost:4000/">Home</a>
<div id="mySidenav" class="sidenav">
<a href="../">Home</a>
<br>
<a onclick="toggleNavMlops()"><img src="https://cdn0.iconfinder.com/data/icons/rounded-basics/24/rounded__menu-512.png" width="15px" height="15px"> MLOps: The Big Picture</a>
<div id="myDropdownMlops" class="dropdown-mlops">
<a href="http://localhost:4000/mlops_big_picture/mlops_summary.html">Summary</a>
<a href="http://localhost:4000/mlops_big_picture/requirements_research.html">Requirements and Research</a>
<a href="http://localhost:4000/mlops_big_picture/versioning.html">Data Versioning</a>
<a href="http://localhost:4000/mlops_big_picture/DAG.html">Training Pipeline</a>
<a href="http://localhost:4000/mlops_big_picture/serving.html">Model Serving</a>
<a href="http://localhost:4000/mlops_big_picture/pred_service.html">Prediction Service</a>
<a href="http://localhost:4000/mlops_big_picture/monitoring.html">Model Monitoring</a>
<a href="http://localhost:4000/mlops_big_picture/gitops.html">GitOps</a>
<a href="http://localhost:4000/mlops_big_picture/team_arch.html">Team Architecture</a>
<a href="../mlops_big_picture/mlops_summary.html">Summary</a>
<a href="../mlops_big_picture/requirements_research.html">Requirements and Research</a>
<a href="../mlops_big_picture/versioning.html">Data Versioning</a>
<a href="../mlops_big_picture/DAG.html">Training Pipeline</a>
<a href="../mlops_big_picture/serving.html">Model Serving</a>
<a href="../mlops_big_picture/pred_service.html">Prediction Service</a>
<a href="../mlops_big_picture/monitoring.html">Model Monitoring</a>
<a href="../mlops_big_picture/gitops.html">GitOps</a>
<a href="../mlops_big_picture/team_arch.html">Team Architecture</a>
</div>
<a onclick="toggleNavBusiness()"><img src="https://cdn0.iconfinder.com/data/icons/rounded-basics/24/rounded__menu-512.png" width="15px" height="15px"> Corporate Perspective</a>
<div id="myDropdownBusiness" class="dropdown-business">
<a href="http://localhost:4000/corporate_perspective/deployment_lifecycle.html">Deployment Service Life Cycle</a>
<a href="http://localhost:4000/corporate_perspective/prerequisites.html">Skills, Roles and Tool Horizon Scan</a>
<a href="http://localhost:4000/corporate_perspective/maturity_assessment.html">Maturity Assessment</a>
<a href="http://localhost:4000/corporate_perspective/best_practices.html">MLOps Best Practices</a>
</div> -->
<a href="../corporate_perspective/deployment_lifecycle.html">Deployment Service Life Cycle</a>
<a href="../corporate_perspective/prerequisites.html">Skills, Roles and Tool Horizon Scan</a>
<a href="../corporate_perspective/maturity_assessment.html">Maturity Assessment</a>
<a href="../corporate_perspective/best_practices.html">MLOps Best Practices</a>
</div>

</div>

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10 changes: 2 additions & 8 deletions mlops_big_picture/requirements_research.md
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Expand Up @@ -17,11 +17,5 @@ Our base requirements:

We decided on different tools for different components of our pipeline such as registry, data versioning and model monitoring by conducting spikes (research) for optimal tools based on our requirements. This research is covered in the pages underneath <span style="color:#8C1437"><b>"MLOps: The Big Picture"</b></span>.

Some components did not have formal spikes, and were instead decided on because they are widely used in the industry and therefore have in-depth documentation/community notes.

<!-- 1. Spike on DAG tools
2. Spike on model registry tools
3. Spike on Data Versioning tools
4. Containerisation - understanding Docker and Kubernetes
5. Spike on model monitoring
6. How we decided on using S3 for storage -->
Some components did not have formal research conducted, and were instead decided on because they are widely used in the industry and therefore have in-depth documentation/community notes.

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