APC 技術ブログ

株式会社エーピーコミュニケーションズの技術ブログです。

株式会社 エーピーコミュニケーションズの技術ブログです。

What it Takes to Democratize AI and ML in a Large Company: The Importance of User Enablement and Technical Training

Introduction

This is Abe from the Lakehouse Department of the GLB Division. I wrote an article summarizing the content of the session based on the report by Mr. Nagasato, who is participating in Data + AI SUMMIT 2023 (DAIS) on site.

Articles about the session at DAIS are summarized on the special site below. I would appreciate it if you could see this too.

www.ap-com.co.jp

TD Bank's effort to democratize AI and machine learning

This time, we feature an interesting talk about democratizing AI and machine learning. The title of the talk was "What it Takes to Democratize AI and ML in a Large Company: The Importance of User Enablement and Technical Training" and the presenter was Ellie Hajarian, Senior Manager at TD Bank. The theme and purpose of this talk is to help TD Bank democratize AI and machine learning to better serve its customers. The intended target audience is those interested in data analysis and AI in large companies, those interested in the democratization of AI and machine learning, and those interested in moving to the cloud.

Now let's take a look at TD Bank's initiatives!

TD Bank's approach to AI and machine learning

TD Bank leverages AI and machine learning techniques to best serve its customers.

To that end, we are implementing the following initiatives.

  1. Partner with companies like Databricks and Microsoft to develop cloud-based platforms
  2. Enhancing AI and machine learning education and training for in-house engineers
  3. Promote popularization and understanding of AI and machine learning through internal and external communication

Cloud-based platform development

TD Bank is partnering with Databricks and Microsoft to develop a cloud-based AI and machine learning platform. This platform has the following features:

  • Data can be managed and analyzed on the cloud
  • Easily accessible and usable by internal and external engineers
  • Flexible scalability and large-scale data processing

Enhanced education and training for in-house engineers

At TD Bank, we are enhancing education and training in AI and machine learning for our in-house engineers. Specifically, we are making the following efforts.

  • Hold in-house study sessions and seminars
  • Holding lectures and workshops by inviting external experts
  • Providing online teaching materials and tutorials

Communication that promotes the spread and understanding of AI and machine learning

TD Bank promotes the spread and understanding of AI and machine learning through internal and external communication. Specifically, we carry out the following activities.

  • Participation and presentation at internal and external events and conferences
  • Dissemination of information through social media and blogs
  • Collaboration and cooperation with other companies and research institutes

Through these efforts, TD Bank aims to democratize AI and machine learning to better serve its customers. We will continue to evolve further while incorporating the latest technology and services.

Summary

In this talk, TD Bank introduced its efforts to advance the democratization of AI and machine learning. A wide range of activities are being carried out, such as cloud-based platform development, enhancement of education and training for in-house engineers, and communication to promote the spread and understanding of AI and machine learning. Through these efforts, TD Bank will be able to serve its customers even better.

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Conclusion

This content based on reports from members on site participating in DAIS sessions. During the DAIS period, articles related to the sessions will be posted on the special site below, so please take a look.

Translated by Johann

www.ap-com.co.jp

Thank you for your continued support!