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---
title: "Information Extraction from Documents"
description: ""
hide_title: true
hide_table_of_contents: true
---

import useBaseUrl from "@docusaurus/useBaseUrl";
Expand Down Expand Up @@ -32,9 +30,10 @@ Example: Customer name, address, total amount are extracted from an invoice e.g.
<br />

<div className="section-with-background blue">
## Implementation
## Technical Documentation
For very simple PDF extractions, where the data is very well structured, and small, then simple parsing and Large Language Model prompting may be sufficient. For tasks that require contextual understanding, question answering, and handling large documents Vector RAG is a powerful and recommended approach for extracting and utilizing data from PDFs with Large Language Models.

<br />
### Related Best Practices

<ul className="button-grid">
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---
title: "Data Clustering"
description: ""
hide_title: true
hide_table_of_contents: true


---

import useBaseUrl from "@docusaurus/useBaseUrl";
Expand Down Expand Up @@ -41,7 +41,7 @@ Segment customers based on their purchasing behavior, enabling targeted marketin
### Related Best Practices

<ul className="button-grid">
<IconLinkButton href="/docs/technical-view/narrow-ai/" text="Narrow AI" />
<IconLinkButton href="/docs/technical-view/narrow-ai/clustering" text="Clustering" />
</ul>

</div>
330 changes: 271 additions & 59 deletions app/docs/02-technical-view/02-narrow-ai/03-classification.mdx

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484 changes: 425 additions & 59 deletions app/docs/02-technical-view/02-narrow-ai/04-clustering.mdx

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6 changes: 3 additions & 3 deletions app/docs/02-technical-view/02-narrow-ai/index.mdx
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Expand Up @@ -29,9 +29,9 @@ import PageViewTracker from "@site/src/components/tracking/PageViewTracker";
<ul className="button-list">
<IconLinkButton href="/docs/technical-view/narrow-ai/regression" text="Regression" />
<IconLinkButton href="/docs/technical-view/narrow-ai/time-series-forecasting" text="Time Series Forecasting" />
<IconLinkButton href="/docs/technical-view/narrow-ai/classification" text="Classification" disabled={true} />
<IconLinkButton href="/docs/technical-view/narrow-ai/classification" text="Classification" disabled={true}/>
<IconLinkButton href="/docs/technical-view/narrow-ai/recommendation" text="Recommendation" disabled={true} />
<IconLinkButton href="/docs/technical-view/narrow-ai/clustering" text="Clustering" disabled={true} />
<IconLinkButton href="/docs/technical-view/narrow-ai/clustering" text="Clustering" disabled={true}/>
<IconLinkButton href="/docs/technical-view/narrow-ai/anomaly-detection" text="Anomaly Detection" />
</ul>
</div>
Expand All @@ -40,7 +40,7 @@ import PageViewTracker from "@site/src/components/tracking/PageViewTracker";
<ul className="button-list">
<IconLinkButton href="/docs/technical-view/narrow-ai/data-preparation-and-model-evaluation" text="Data Preparation and Model Evaluation" />
<IconLinkButton href="/docs/technical-view/narrow-ai/predictive-ai-bdc-btp" text="Predictive AI/Narrow ML with BDC and BTP" disabled={true} />
<IconLinkButton href="/docs/technical-view/narrow-ai/deployment-custom-predictive-models" text="Deployment of Custom Predictive Models" disabled={true} />
<IconLinkButton href="/docs/technical-view/narrow-ai/training-deployment-custom-ai-models" text="Training and Deployment of Custom AI Models" disabled={true}/>
</ul>
</div>
</div>
447 changes: 388 additions & 59 deletions app/docs/02-technical-view/03-ai-services/04-custom-joule-skills.mdx

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1 change: 1 addition & 0 deletions app/docs/02-technical-view/03-ai-services/index.mdx
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Expand Up @@ -29,6 +29,7 @@ import PageViewTracker from "@site/src/components/tracking/PageViewTracker";
<h3>Document Processing</h3>
<ul className="button-list">
<IconLinkButton href="/docs/technical-view/ai-services/sap-document-ai" text="SAP Document AI" />
<IconLinkButton href="/docs/technical-view/ai-services/custom-joule-skills" text="Custom Joule Skills" />
</ul>
</div>
</div>
32 changes: 32 additions & 0 deletions app/src/css/custom.css
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Expand Up @@ -45,6 +45,8 @@

/* Table of contents */
--ifm-toc-border-color: var(--sap-horizon-neutral-5);

--ifm-alert-border-color: var(--sap-horizon-neutral-5);
}

/* For readability concerns, you should choose a lighter palette in dark mode. */
Expand Down Expand Up @@ -1143,3 +1145,33 @@ html button#truste-consent-required:hover {
height: 100px;
}
}

/* Details */

details.alert {
border: 1px solid var(--sap-horizon-neutral-5);
background-color: var(--sap-horizon-neutral-2) !important;
color: var(--ifm-heading-color);
--docusaurus-details-decoration-color: var(--ifm-color-primary);
--ifm-alert-border-color: var(--ifm-color-primary);
}

[data-theme="dark"] details.alert {
border-color: var(--sap-horizon-neutral-10);
background-color: var(--sap-horizon-neutral-11) !important;
}

details.alert summary > * {
margin: 0;
font-size: 1rem;
display: inline-block;
}

details.alert summary a {
color: var(--ifm-color-primary);
text-decoration: none;
}

details.alert summary a:hover {
text-decoration: underline;
}
9 changes: 5 additions & 4 deletions app/src/data/capabilityIcons.ts
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Expand Up @@ -114,17 +114,18 @@ const capabilityIcons: Record<string, string> = {
// Narrow AI
"/docs/technical-view/narrow-ai/regression": "scatter-chart",
"/docs/technical-view/narrow-ai/time-series-forecasting": "area-chart",
"/docs/technical-view/narrow-ai/classification": "lateness",
"/docs/technical-view/narrow-ai/classification": "tag",
"/docs/technical-view/narrow-ai/recommendation": "lateness",
"/docs/technical-view/narrow-ai/clustering": "lateness",
"/docs/technical-view/narrow-ai/clustering": "heatmap-chart",
"/docs/technical-view/narrow-ai/anomaly-detection": "quality-issue",
"/docs/technical-view/narrow-ai/predictive-ai-bdc-btp": "lateness",
"/docs/technical-view/narrow-ai/deployment-custom-predictive-models": "puzzle",
"/docs/technical-view/narrow-ai/data-preparation-and-model-evaluation": "timesheet",
"/docs/technical-view/narrow-ai/training-deployment-custom-ai-models": "puzzle",

// AI Services
"/docs/technical-view/ai-services/document-information-extraction": "ppt-attachment",
"/docs/technical-view/ai-services/sap-document-ai": "attachment-video"
"/docs/technical-view/ai-services/sap-document-ai": "attachment-video",
"/docs/technical-view/ai-services/custom-joule-skills": "da"
};

/**
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4 changes: 4 additions & 0 deletions app/src/data/contributors.json
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Expand Up @@ -64,6 +64,10 @@
"rajeshwari-kute": {
"name": "Kute, Rajeshwari",
"photo": "/img/contributors/rajeshwari-kute.jpg"
},
"prasun-das": {
"name": "Das, Prasun",
"photo": "/img/contributors/prasun-das.jpg"
}
}
}
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Binary file added app/static/img/contributors/prasun-das.jpg
Binary file added app/static/narrow-ai/clustering/images/arch.png