Book Image

Creators of Intelligence

By : Dr. Alex Antic
Book Image

Creators of Intelligence

By: Dr. Alex Antic

Overview of this book

A Gartner prediction in 2018 led to numerous articles stating that "85% of AI and machine learning projects fail to deliver.” Although it's unclear whether a mass extinction event occurred for AI implementations at the end of 2022, the question remains: how can I ensure that my project delivers value and doesn't become a statistic? The demand for data scientists has only grown since 2015, when they were dubbed the new “rock stars” of business. But how can you become a data science rock star? As a new senior data leader, how can you build and manage a productive team? And what is the path to becoming a chief data officer? Creators of Intelligence is a collection of in-depth, one-on-one interviews where Dr. Alex Antic, a recognized data science leader, explores the answers to these questions and more with some of the world's leading data science leaders and CDOs. Interviews with: Cortnie Abercrombie, Edward Santow, Kshira Saagar, Charles Martin, Petar Veličković, Kathleen Maley, Kirk Borne, Nikolaj Van Omme, Jason Tamara Widjaja, Jon Whittle, Althea Davis, Igor Halperin, Christina Stathopoulos, Angshuman Ghosh, Maria Milosavljevic, Dr. Meri Rosich, Dat Tran, and Stephane Doyen.
Table of Contents (23 chapters)
1
Chapter 1: Introducing the Creators of Intelligence

Getting into AI

Alex Antic: How does a chemical physicist end up becoming an expert in AI?

Charles Martin: I think that people may not realize that AI was invented by theoretical chemists. John Hopfield was a theoretical chemist. He invented one of the most famous neural networks, called the Hopfield associative memory network, and he was a theoretical chemist and sometimes a physicist. My advisor recently worked on something you may know called AlphaFold. He and his student John Jumper developed AlphaFold. What happened was that Google/DeepMind hired Jumper, and then they took his thesis work and souped it up.

There’s a long history of doing AI and theoretical chemistry.

I’ve been doing this for a very long time, and when I left my postdoc, I went off and worked with my graduate advisor’s son-in-law, who had a start-up called E-self. It was a personalized search engine, and that’s how I got into NLP, because we applied techniques from AI to try...