Top Resources for AI, Data Science, and Machine Learning for Marketers

A question I’m asked almost daily now is, “what are the best resources for getting started with data science, machine learning, and AI, especially for marketers?”

This list will be updated from time to time as new resources become available, but the basics should remain relatively stable.

What Order to Learn In

We recommend the following path:

• Statistics fundamentals
• Ethics
• Data science
• Machine learning & AI

Statistics

The fundamental underpinning of data science is statistics, so we strongly encourage you to read and become proficient with statistics. Read this book:

• Statistics for Dummies

Ethics

We also strongly recommend anyone interested in data science, machine learning, and artificial intelligence to be well versed in professional ethics. Read this book:

• Ethics and Data Science (free!)

Data Science

For learning practical data science techniques, we recommend the R statistical language and this book:

• R for Data Science

Prefer podcasts? Check out:

• The Data Skeptic
• The O’Reilly Data Show

For those preferring a course, look to MIT’s data science course (free!):

• 6.001 Introduction to Computer Science
• 6.002 Introduction to Computational Thinking and Data Science

Machine Learning and AI

Machine learning is the science of training machines to write their own software based on data provided to them.

• AI for Marketers – my short guide on the topic

For a much more technical, mathematical look, check out this book on Amazon:

• Introduction to Algorithmic Marketing by Ilya Katsov

A keynote address on YouTube I gave that gives a solid overview:

• How AI Will Change Marketing at the Next10X conference

Prefer podcasts? Check out:

• Talking Machines
• This Week in Machine Learning and AI

For those preferring a course, Google has an excellent free course:

• Machine Learning Crash Course (free!)

Other Resources

Be sure to check out the following useful blogs:

• The Trust Insights blog (of course)
• Simply Statistics
• KD Nuggets
• Towards Data Science
• The Marketing AI Institute