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Michael Tung

Advisor at Startx.

CEO at Diffbot, an AI research startup. We structure the world's knowledge.

Highlights

Jun 12 · linkedin

Not sure how many of you are fans of the All-In Podcast, but David Friedberg is by far my favorite bestie on the show for representing a science-based viewpoint, and bring an element of self-critical introspection to the show. I met Dave right when I was starting Diffbot and remember being impressed by his startup The Climate Corporation's goal to help farmers using the power of machine learning with big data, by literally predicting the weather better than anyone else.

In the latest episode, Dave talks about how he thinks the biggest opportunity in this current generation of AI is in the connection of these statistical models to what he calls "inferential" models, via structured data. While I think connecting LLMs to unstructured corpuses is going to continue to be very popular, connecting LLMs to semantic data structures, like Knowledge Graphs, is going to be the key to actually driving the ability to automate business logic.

Check out the clip below:

Apr 20 · linkedin

No, the people making real money using Generative AI today aren't Auto-GPT powered entrepreneurs on Twitter. They are investment professionals that use Natural Language Understanding and Generation to augment their workflows, not automate them.

The CFA Institute just published a 60-page handbook for artificial intelligence that describes all the ways NLP is currently being used in financial applications.

Check out page 40 for a hands-on guide on how financial advisors are using NLP to extract ESG insights using tools like the Diffbot Knowledge Graph. Did you know that over 17 Trillion dollars so far have been invested in ESG-oriented funds? The chapter gives a good review of how foundational models, data sources, topic embeddings, and entity sentiment are all used for allocating these investment funds.

Credit: Tal Sansani, Mikhail Samonov, CFA Institute

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Michael Tung
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Experience

Advisor at Startx.
Software Professional at Microsoft

Education

Stanford University
University Of California, Berkeley
Chamblee Charter High School

Location

Foster City, CA, United States