AI Portfolio Podcast
The AI Portfolio Podcast showcases Experts, Companies, and Communities that can accelerate your journey of taking machine learning products to market.
If you are a practitioner, investor, or data leader, you will get something from the show by becoming exposed to great companies to invest in or join and learn how experts navigate their careers.
My goal is to open doors and increase your sense of the possibility of what can be done with machine learning. Connect with me, share the show, and let me know how I can add value.
AI Portfolio Podcast
Serg Masis: AGI, Interpretable Machine Learning, Upcoming Book - AI Portfolio Podcast
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