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Shortcuts, Creativity, and Deep Learning | Marcus du Sautoy

Shortcuts, Creativity, and Deep Learning | Marcus du Sautoy

FromThe Artists of Data Science


Shortcuts, Creativity, and Deep Learning | Marcus du Sautoy

FromThe Artists of Data Science

ratings:
Length:
74 minutes
Released:
May 6, 2022
Format:
Podcast episode

Description

Support the show: https://www.buymeacoffee.com/datascienceharp
Find Marcus online: https://twitter.com/MarcusduSautoy
Watch the video of this episode: https://youtu.be/efIBVILq6WI
Memorable Quotes from the show:
[00:34:25] "...one has to learn the power of the short cut in statistics, which, you know, I tell the story about the we had this advert when I was a kid which which stated eight out of ten cats prefer a particular type of cat food. And, and we had a cat and I never remember anybody asking our cat what cat food it likes. So it was very striking that when I got to university, I learned about the power of sampling and the fact that, you know, to be able to there are 7 million cats here in the UK. How many cats would you have to ask to be confident enough to make that statement about?"
Highlights of the show:
[00:00:40] Guest Introduction
[00:03:08] Talk to us about where you grew up and what it was like there.
[00:08:15] Math is kind of just the language we use to describe it. What are your thoughts?
[00:10:49] From your viewpoint, do you think math is an art? Is it a science? Is it a combination of art and science. How do you how do you view this?
[00:13:52] What was it about Gauss when we talk about Mathametics?
[00:19:02] Is there any virtue in human laziness?
[00:21:52] Aristotle, idleness and noble leisure. Discuss.
[00:21:59] Speaking of creativity and putting you out of a job, can you discuss a little more about what you talk about in your book about it?
[00:27:18] Speaking of creativity, you took time in this pandemic to write a play. How is that coming along?
[00:29:44] Fringe Festival in Winnipeg and London Fringe in London.
[00:30:07] You shared a story in the book about how we can use math to fight off of vampires. If you could recount that story.
[00:33:47] What are some dangers of using statistical shortcuts that we should be on high alert for?
[00:39:34] "...data science can be dangerous if it's not combined with a deep understanding of where the data comes from."
[00:40:33] Why is it that our that our brains aren't very good at assessing probabilities?
00:44:14] Why is it that some people find that shortcut that Reverend Bayes discovered so controversial?
[00:47:02] You talked about the philosophical view of probability. Is it frequentist approach, the Bayesian approach? How do you view probability? What's your take on that?
[00:49:41] What is the Lovelace test and in what ways is it different from the Turing test?
[00:56:25] You talk about a few different types of creativity in your book, please eloborate.
[01:06:17] What is it about a mathematician's mindset that is deterministic and foolproof and of engineers?
[01:09:34] It is 100 years in the future. What do you want to be remembered for?
Random Round
[01:10:46] What was your best birthday and how old were you at that birthday?
[01:11:42] What's the worst movie you've ever seen?
[01:12:06] What would you do on a free afternoon in the middle of the week?
Don't forget to register for regular office hours by The Artists of Data Science: http://bit.ly/adsoh
Register for Sunday Sessions here: http://bit.ly/comet-ml-oh
Listen to the latest episode: https://player.fireside.fm/v2/eac-KT9/latest?theme=dark
The Artists of Data Science Social links:
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YouTube: https://www.youtube.com/c/HarpreetSahotaTheArtistsofDataScience
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Twitter: https://twitter.com/datascienceharp
Released:
May 6, 2022
Format:
Podcast episode

Titles in the series (100)

In his book, "Linchpin", Seth Godin says that "Artists are people with a genius for finding a new answer, a new connection, or a new way of getting things done." Does that sound like you? If so, welcome to The Artists of Data Science podcast! The ONLY self-development podcast for data scientists. You're here because you want to develop, grow, and flourish. How will this podcast help you do that? Simple. By sharing advice on how to : - Develop in your professional life by getting you advice from the best and brightest leaders in tech - Grow in your personal life by talking to the leading experts on personal development - Stay informed on the latest happenings in the industry - Understand how data science affects the world around us, the good and the bad - Appreciate the implications of ethics in our field by speaking with philosophers and ethicists The purpose of this podcast is clear: to make you a well-rounded data scientist. To transform you from aspirant to practitioner to leader. A data scientist that thinks beyond the technicalities of data, and understands the impact you play in our modern world. Are you up for that? Is that what you want to become? If so, hit play on any episode and let's turn you into an Artist of Data Science!