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    <loc>https://www.shannonalliance.com/featured-insights/mlflow-for-teams-on-ec2-with-terraform</loc>
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    <lastmod>2024-05-01</lastmod>
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      <image:title>Blog - Deploy MLFlow for on EC2 using Terraform with authentication - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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    <loc>https://www.shannonalliance.com/featured-insights/lean-ai-development-harnessing-the-5d-framework-to-transform-ideas-into-mvps</loc>
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      <image:title>Blog - Lean AI Development: Transform Ideas into MVMs into MVPs - Make it stand out</image:title>
      <image:caption>Phase 2: Design a Rough Solution</image:caption>
    </image:image>
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      <image:title>Blog - Lean AI Development: Transform Ideas into MVMs into MVPs - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
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      <image:title>Blog - Lean AI Development: Transform Ideas into MVMs into MVPs - Make it stand out</image:title>
      <image:caption>Phase 1: Define your idea</image:caption>
    </image:image>
    <image:image>
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      <image:title>Blog - Lean AI Development: Transform Ideas into MVMs into MVPs - Make it stand out</image:title>
      <image:caption>Phase 4: Deliberate on whether this idea is still worth pursuing</image:caption>
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      <image:title>Blog - Lean AI Development: Transform Ideas into MVMs into MVPs - Make it stand out</image:title>
      <image:caption>Phase 5:  Develop a Minimum Viable Product (MVP)</image:caption>
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      <image:title>Blog - Lean AI Development: Transform Ideas into MVMs into MVPs - Make it stand out</image:title>
      <image:caption>Phase 3: Derisk with a Minimum Viable Model</image:caption>
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  <url>
    <loc>https://www.shannonalliance.com/featured-insights/r-and-python-for-bioinformatics-research</loc>
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    <priority>0.5</priority>
    <lastmod>2024-04-16</lastmod>
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      <image:title>Blog - R versus Python for Bioinformatics Research - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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    <loc>https://www.shannonalliance.com/featured-insights/getting-started-in-ml-flow-local-server-and-experiment-tracking</loc>
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    <lastmod>2024-04-09</lastmod>
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      <image:title>Blog - Getting started in ML Flow: Local server and Experiment Tracking - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
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      <image:title>Blog - Getting started in ML Flow: Local server and Experiment Tracking - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
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      <image:title>Blog - Getting started in ML Flow: Local server and Experiment Tracking - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
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      <image:title>Blog - Getting started in ML Flow: Local server and Experiment Tracking - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
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      <image:title>Blog - Getting started in ML Flow: Local server and Experiment Tracking - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
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      <image:title>Blog - Getting started in ML Flow: Local server and Experiment Tracking - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
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      <image:title>Blog - Getting started in ML Flow: Local server and Experiment Tracking - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/65a0686a2bb739302cf6c92e/cf656021-3285-4ffb-99eb-c31ac8b1e1e5/experiment_with_second_run.png</image:loc>
      <image:title>Blog - Getting started in ML Flow: Local server and Experiment Tracking - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/65a0686a2bb739302cf6c92e/8556a32e-ec8b-461e-8259-61f78c759a74/nested_model_artifact.png</image:loc>
      <image:title>Blog - Getting started in ML Flow: Local server and Experiment Tracking - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/65a0686a2bb739302cf6c92e/0191da40-5a2f-4a08-a9bb-fdeffe98cf44/nested_model_evaluation.png</image:loc>
      <image:title>Blog - Getting started in ML Flow: Local server and Experiment Tracking - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
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      <image:title>Blog - Getting started in ML Flow: Local server and Experiment Tracking - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/65a0686a2bb739302cf6c92e/459841f8-63af-4d48-b850-f5d0de11aef7/add_description_to_model.png</image:loc>
      <image:title>Blog - Getting started in ML Flow: Local server and Experiment Tracking - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/65a0686a2bb739302cf6c92e/e85503aa-c984-41f6-a237-4509400ab6a5/nested_runs.png</image:loc>
      <image:title>Blog - Getting started in ML Flow: Local server and Experiment Tracking - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/65a0686a2bb739302cf6c92e/f9a3db23-83ba-4964-9c6e-58c2b102d838/iris_experiment_artifacts.png</image:loc>
      <image:title>Blog - Getting started in ML Flow: Local server and Experiment Tracking - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://www.shannonalliance.com/featured-insights/mlflow-for-machine-learning-teams</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2024-04-16</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/65a0686a2bb739302cf6c92e/45e18d16-9560-4f55-9607-e1aa0d1131ee/White+Minimalist+Profile+LinkedIn+Banner+%281%29.png</image:loc>
      <image:title>Blog - MLFlow for Machine Learning Teams - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/65a0686a2bb739302cf6c92e/cc21f14e-eb9b-4693-a574-2818bbec660b/tracking-setup-overview.png</image:loc>
      <image:title>Blog - MLFlow for Machine Learning Teams - Make it stand out</image:title>
      <image:caption>Three different MLFlow tracking configuration options</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/65a0686a2bb739302cf6c92e/af832f92-7a47-4164-8088-c02d50a11a9c/oss_registry_3_overview.png</image:loc>
      <image:title>Blog - MLFlow for Machine Learning Teams - Make it stand out</image:title>
      <image:caption>MLFlow’s Model Registry Dashboard View</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/65a0686a2bb739302cf6c92e/4a61aa9a-7f39-40a3-b889-d3e8fee2b3a9/mlflow-deployment-overview.png</image:loc>
      <image:title>Blog - MLFlow for Machine Learning Teams - Make it stand out</image:title>
      <image:caption>MLFlow model deployment options</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://www.shannonalliance.com/featured-insights/fully-managed-mlops-platforms-vs-custom-solutions</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2024-03-28</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/65a0686a2bb739302cf6c92e/31e6bd39-ba81-44b9-8ded-f0899b1f12a1/V.png</image:loc>
      <image:title>Blog - Fully Managed MLOps Platforms vs Custom Solutions - Make it stand out</image:title>
      <image:caption>Fully Managed MLOps Platform (the direct flight) vs A Custom Solution (the road trip)</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://www.shannonalliance.com/featured-insights/mastering-ml-ops-a-blueprint-for-success</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2024-03-21</lastmod>
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      <image:loc>https://images.squarespace-cdn.com/content/v1/65a0686a2bb739302cf6c92e/952ce524-364f-4708-b9f9-594fe7b47298/ethics+and+monitoring.png</image:loc>
      <image:title>Blog - Mastering ML Ops: A Blueprint for Success - Make it stand out</image:title>
      <image:caption>Its important for us to be continuously monitoring our models to detect drift, ensure efficacy and of upmost important in the modern landscape - to ensure our models are ethical.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/65a0686a2bb739302cf6c92e/660f9814-1e36-4d7e-8b39-1d1f23a5477a/Git+Version+Control+Model+Registry+Feature+Store+CICD.png</image:loc>
      <image:title>Blog - Mastering ML Ops: A Blueprint for Success - Make it stand out</image:title>
      <image:caption>Version Control is a hallmark for any ML Operation. Code, Data, Features, Models can all be version controlled and shared across teams and utilize a CI/CD pattern for deploying and rolling back versions.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/65a0686a2bb739302cf6c92e/acfadc80-8788-4bf8-906c-9aaac948c1e8/Develop+Deploy+Monitor.png</image:loc>
      <image:title>Blog - Mastering ML Ops: A Blueprint for Success - Make it stand out</image:title>
      <image:caption>A high-functioning ML team has team-mates working together in a continuous loop to develop, deploy and monitor models.</image:caption>
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  </url>
  <url>
    <loc>https://www.shannonalliance.com/featured-insights/refactor-to-go-faster</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2024-01-19</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/65a0686a2bb739302cf6c92e/5a7ad4a5-afee-41bb-94a9-b1fa84b61a6a/sprintgraphic.png</image:loc>
      <image:title>Blog - Refactor to go faster - Make it stand out</image:title>
      <image:caption>Step 4: Implement the intervention</image:caption>
    </image:image>
    <image:image>
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      <image:title>Blog - Refactor to go faster - Make it stand out</image:title>
      <image:caption>Step 2: Design a code refactoring intervention</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/65a0686a2bb739302cf6c92e/37a0ee51-8091-42a8-bfe4-ef82c0e871a7/metrics.png</image:loc>
      <image:title>Blog - Refactor to go faster - Make it stand out</image:title>
      <image:caption>Step 1: Establish and Track Performance Metrics</image:caption>
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  <url>
    <loc>https://www.shannonalliance.com/featured-insights/case-study-ai-chatbot-using-rag</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2024-01-19</lastmod>
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      <image:title>Blog - Case Study: AI Chatbot using RAG&amp;nbsp;</image:title>
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    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/65a0686a2bb739302cf6c92e/42093af5-8d2b-4e8b-b2ef-f68bdd80a333/RAG-12.png</image:loc>
      <image:title>Blog - Case Study: AI Chatbot using RAG&amp;nbsp; - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/65a0686a2bb739302cf6c92e/0559c768-b6c7-45cc-a598-12501ce7f4df/RAG-11.png</image:loc>
      <image:title>Blog - Case Study: AI Chatbot using RAG&amp;nbsp;</image:title>
      <image:caption>This case study describes a RAG-based AI chatbot solution that automated the answers to 82% of our client’s employee-related HR questions.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/65a0686a2bb739302cf6c92e/dc3735d3-00d8-4b98-8ab6-7640ba139bb6/image-1.png</image:loc>
      <image:title>Blog - Case Study: AI Chatbot using RAG&amp;nbsp; - A RAG implementation follows these standard steps:</image:title>
      <image:caption>The user asks a question You fetch contextual data relevant to this question If relevant data is found, you package this data alongside the user’s question You send this package to the LLM, which returns a text-based answer You then return this answer to the user (alongside the supplementary relevant data used to generate the answer)</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/65a0686a2bb739302cf6c92e/7b6667b2-5800-4606-8d9b-5ef111c3ed8c/RAG-10.png</image:loc>
      <image:title>Blog - Case Study: AI Chatbot using RAG&amp;nbsp;</image:title>
      <image:caption>Bright natural dining room nook with vases plates and fruits on the table.</image:caption>
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  </url>
  <url>
    <loc>https://www.shannonalliance.com/featured-insights/xais-crucial-role-in-gxp-manufacturing</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2024-03-11</lastmod>
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      <image:title>Blog - XAI’s crucial role in GxP Manufacturing</image:title>
      <image:caption>Pretty Caucasian woman at the beach smiling at camera.</image:caption>
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  </url>
  <url>
    <loc>https://www.shannonalliance.com/featured-insights/expert-tips-for-smooth-mlsaas-onboarding</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2024-01-19</lastmod>
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      <image:title>Blog - Expert Tips for Smooth ML-SaaS Onboarding</image:title>
      <image:caption>Scenic shot of the beach with waves hitting the rocks.</image:caption>
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    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/65a0686a2bb739302cf6c92e/3a64b353-8480-433c-8cd5-1120271077aa/transformer.png</image:loc>
      <image:title>Blog - Expert Tips for Smooth ML-SaaS Onboarding - Make it stand out</image:title>
      <image:caption>Figure 1: Two customers getting served by different transformers to use the same ML model.</image:caption>
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  </url>
  <url>
    <loc>https://www.shannonalliance.com/featured-insights/navigating-the-ml-op-shop-maturity-model</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2024-01-20</lastmod>
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      <image:title>Blog - Navigating the MLOps Maturity Model</image:title>
      <image:caption>Happy smiling woman with curly hair lounging on couch.</image:caption>
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  <url>
    <loc>https://www.shannonalliance.com/featured-insights/mlops-maturity-model</loc>
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    <priority>0.5</priority>
    <lastmod>2024-01-20</lastmod>
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      <image:title>Blog - MLOps Maturity Model - Make it stand out</image:title>
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