---
title: Using Graph | 2021 Fall Graph + AI Summit
description: Innovative companies are using graph embeddings, a new ML technique, to increase the quality, automation, and scalability of their ML applications. This session introduces TigerGraph's graph embedding algorithms and demonstrates two use cases; detecting cryptocurrency fraud and finding similar healthcare providers.  We also highlight the acceleration offered by HPE’s Reference Architecture for Accelerated Graph Analytics using Xilinx Alveo cards.
image: https://info.tigergraph.com/hubfs/GRAPH%20+%20AI%20IMAGES%20FOR%20SOCIAL%20(2).png
---

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# Graph + AI Fall 2021 Session

# Virtual Academy - Using Graph Embeddings and Hardware Acceleration to Fight Financial Fraud and Improve Healthcare Recommendation

Victor Lee, VP of Machine Learning and AI, TigerGraph; Bill Shi, Sr ML Solution Architect, TigerGraph; Parker Erickson, Data Science/ML Intern, TIgerGraph

 

Innovative companies are using graph embeddings, a new ML technique, to increase the quality, automation, and scalability of their ML applications. This session introduces TigerGraph's graph embedding algorithms and demonstrates two use cases; detecting cryptocurrency fraud and finding similar healthcare providers. We also highlight the acceleration offered by HPE’s Reference Architecture for Accelerated Graph Analytics using Xilinx Alveo cards.

**Speakers:**

- Victor Lee, VP of Machine Learning and AI, TigerGraph
- Bill Shi, Sr ML Solution Architect, TigerGraph
- Parker Erickson, Data Science/ML Intern, TigerGraph

[DOWNLOAD SLIDE](https://info.tigergraph.com/hubfs/2021%20Graph%20+%20AI%20Fall%20Videos/Graph%20+%20AI%20Summit%20-%20Slides/Using%20Graph%20Embeddings%20and%20Hardware%20Acceleration%20to%20Fight%20Financial%20Fraud%20and%20Improve%20Healthcare%20Recommendations%20%20.pdf?hsLang=en-us)

| ![](https://info.tigergraph.com/hubfs/Avatar.png) | ## GRAPH +AI SUMMIT Watch more sessions on demand [Watch now](https://www.tigergraph.com/graph-ai-summit-fall2021-sessions/) |
| --- | --- |
|  |  |
| ![](https://info.tigergraph.com/hubfs/Logos/cropped-icon-512-1.png) | ## Get TigerGraph Try TigerGraph for Free in the Cloud, on Prem or via an Online Demo [Start Free](https://www.tigergraph.com/get-tigergraph/) |

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