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This list was inspired by the lists:

  1. What are the popular science books that inspire TCS?
  2. What Books Should Everyone Read?
  3. What papers should everyone read?
  4. What videos should everybody watch?

I don't know if there are a lot of podcasts about Theoretical Computer Science, but if you have something that is relevant to that list it will be very good.

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Simons Institute for the Theory of Computing: https://www.youtube.com/user/SimonsInstitute/featured

Institute for Advanced Study: https://www.youtube.com/user/videosfromIAS/featured

Prinston TCS: https://www.youtube.com/channel/UCyGLYDvZ5BD5oYCIVv995HA/featured

Stanford Computer Science Theory: https://www.youtube.com/user/StanfordCSTheory/featured

Innovations in theoretical computer science 2020: https://www.youtube.com/watch?v=LBEzB8M6F5A&t=137s

DIMACS: https://www.youtube.com/channel/UCTKhyhoEPYyjU9PFW99A6Qw

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Technically it's an AI podcast but I love Lex Fridman's series:

https://www.youtube.com/playlist?list=PLrAXtmErZgOdP_8GztsuKi9nrraNbKKp4

Theoretical CS does pop up in at least a few episodes.

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I like very much the TCS+ series of online seminars:

https://sites.google.com/site/plustcs/

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