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Serg Masis: AGI, Interpretable Machine Learning, Upcoming Book - AI Portfolio Podcast

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Manage episode 437345385 series 3596668
Content provided by Mark Moyou, PhD and Mark Moyou. All podcast content including episodes, graphics, and podcast descriptions are uploaded and provided directly by Mark Moyou, PhD and Mark Moyou or their podcast platform partner. If you believe someone is using your copyrighted work without your permission, you can follow the process outlined here https://staging.podcastplayer.com/legal.

Serg Masís, a renowned Data Scientist in the agriculture sector, with a multifaceted background in entrepreneurship and web/app development. Serg is also the author of the acclaimed book "Interpretable Machine Learning with Python."
📲 Serg Masís Socials:
LinkedIn: https://www.linkedin.com/in/smasis/
📲 Mark Moyou, PhD Socials:
LinkedIn: https://www.linkedin.com/in/markmoyou/
Twitter: https://twitter.com/MarkMoyou
📗 Chapters
00:00 Intro
03:02 Interpretable Machine Learning System
11:06 post-hoc interpretability
12:57 Quality of Interpretability bounded by the breadth of inputs
18:52 EDA is more than just exploring the data
21:12 Interpretable Models
27:19 Upper Limit
28:59 Causal reasoning
35:02 Domain Knowledge in Causality
37:42 Causality on existing and generative data
40:42 AGI and Simulation
47:33 LLMs to Interpret Data
52:25 Interaction with Machine Learning Systems
54:53 Modeling in EDA
57:34 Training Data Mixtures
01:02:26 Impact of Generative AI
01:06:05 Mixture of Experts
01:12:46 Serg's upcoming book
01:18:54 Building Product Mindset
01:23:59 Barrier of Entry for Data Scientists
01:28:01 Advice for Book Writers
01:33:43 Career Optimization Function
01:37:45 Web Development Background
01:42:24 Advice for High Schooler, College Student and Professionals
01:47:57 Book Recommendations
01:49:26 Rapid Round

  continue reading

22 episodes

Artwork
iconShare
 
Manage episode 437345385 series 3596668
Content provided by Mark Moyou, PhD and Mark Moyou. All podcast content including episodes, graphics, and podcast descriptions are uploaded and provided directly by Mark Moyou, PhD and Mark Moyou or their podcast platform partner. If you believe someone is using your copyrighted work without your permission, you can follow the process outlined here https://staging.podcastplayer.com/legal.

Serg Masís, a renowned Data Scientist in the agriculture sector, with a multifaceted background in entrepreneurship and web/app development. Serg is also the author of the acclaimed book "Interpretable Machine Learning with Python."
📲 Serg Masís Socials:
LinkedIn: https://www.linkedin.com/in/smasis/
📲 Mark Moyou, PhD Socials:
LinkedIn: https://www.linkedin.com/in/markmoyou/
Twitter: https://twitter.com/MarkMoyou
📗 Chapters
00:00 Intro
03:02 Interpretable Machine Learning System
11:06 post-hoc interpretability
12:57 Quality of Interpretability bounded by the breadth of inputs
18:52 EDA is more than just exploring the data
21:12 Interpretable Models
27:19 Upper Limit
28:59 Causal reasoning
35:02 Domain Knowledge in Causality
37:42 Causality on existing and generative data
40:42 AGI and Simulation
47:33 LLMs to Interpret Data
52:25 Interaction with Machine Learning Systems
54:53 Modeling in EDA
57:34 Training Data Mixtures
01:02:26 Impact of Generative AI
01:06:05 Mixture of Experts
01:12:46 Serg's upcoming book
01:18:54 Building Product Mindset
01:23:59 Barrier of Entry for Data Scientists
01:28:01 Advice for Book Writers
01:33:43 Career Optimization Function
01:37:45 Web Development Background
01:42:24 Advice for High Schooler, College Student and Professionals
01:47:57 Book Recommendations
01:49:26 Rapid Round

  continue reading

22 episodes

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