Reducing The Complexity Of All Things Data For Technical & Non-Technical Readers

What happens when data science meets the real world? It must work reliably to produce value in new ways for businesses and customers. As machine learning becomes more capable and ubiquitous, it will impact every part of business and have broad societal impacts.

In this newsletter, I explain trends and implications. After over 10 years of delivering solutions in data science and 25 years in technology, it is time to teach what works, what is valuable, and where ‘AI’ goes next. Topics I cover:

  • Data & AI Strategy

  • Technical Team & Organizational Leadership

  • Data Product Management

  • Data & Model Literacy

  • Applied Machine Learning Research & Causal Methods

This newsletter will challenge you to think in new ways by presenting a complete picture of machine learning in the real world. I combine pragmatism and futurism to explain how to build today’s solutions with a long-term vision in mind. I will change how you understand, evaluate, and apply technology to solve problems.

Paid subscribers get more than just content. They get access.

  1. Access to all posts and the full archive.

  2. Q&A via comments or by responding to any newsletter email.

  3. 15% discount on courses.

  4. Reserved spots in cohorts and 1st notification about new courses.

  5. Free referral codes to share.

  6. Office hours for live Q&A.

Founding Members get even more. Their support makes this newsletter possible for the larger community.

I start each week appreciating and believing in everyone who follows and subscribes. Thank you for becoming part of this community.

*** Benefits are subject to change at any time. ***

Subscribe to High ROI Data Science

Gain the upper hand and see around corners with leading-edge AI content. Written by Vin Vashishta. Trusted by Founders and Top Tech Companies. AI strategy, products, and technical deep-dives.


I prepare companies to build AI-based revenue streams and teach gap skills to Data Scientists. I am an AI Strategist, Educator, and globally recognized expert in the field.