WYN Education

What do we do?

We lead one-to-many Fundamentals of AI Research (FAIR) Program and one-to-one Candidacy AI Research (CAIR) Program to coach students to develop personalized AI-based research project that leads to profitable entrepreneurial concepts and/or publishable research papers. Throughout our tutor and consulting service, you will meet with our expert coach on a weekly basis to develop your project. Unlike a standalone paper or school project, we aim for industry practice and profit generation. So yes, our project can even lead to profit driven start-up ideas. We will not take any ownership if this program led to a startup of yours. We only want to help you transform your idea into a Machine Learning-based or AI-based program such that you could take charge of the work and move it above and beyond. Though most of our students are pre-college level and undergraduate level, we encourage everyone from any age group to apply!

Who are we?

We are a group of passionate Ivy League students who are eager to help you to be successful in becoming your own Data Scientist! The instructor team has come from solely Ivy League universities and we have 6+ years experience coaching students (from age 15 to 48) to learn about transforming ideas to AI-based research project. 

What are the programs?

WYN Education offers two distinct programs: Candidacy AI Research (CAIR) Program and Fundamentals of AI Research (FAIR) Program. The CAIR Program offers one-to-one meetings aiming to develop research skills and experience. Typically students use the CAIR Program to write a scholarly paper for publication or a software package. The FAIR Program is a one-to-many program where students join together in a classroom setting (remote) to learn the foundational building blocks of big data, machine learning, and deep learning. The FAIR Program lands on Captone Projects and the previous cohort video recordings can be found below. All tutoring sessions are set online to accomodate the time schedule of the students.

Watch Previous FAIR Program
Watch Students’ Capstone Projects

Please check out our brochures below!

Candidacy AI Research (CAIR) Program

The Candidacy Research Program is a 10-12 week long one-on-one program that helps advanced high school students to develop a research project for publication.

Fundamentals of AI Research (FAIR) Program

The AI Immersion Program is a 10-week one-to-many program that provides the fundamental knowledge of Big Data, Machine Learning, and AI education to beginning level students.

What makes us unique?

Unlike other online program where you learn data science and machine learning, we stand out because we want to help you all the way. We do not treat our students as youngsters that we nurture and babysit. We treat our students as clients and we are the consultants to help you to be successful. In addition, our expertise do not only reside in teaching, because we come from both industry and academic environment where we know what the next step looks like in your future! And we take these perspectives into account when working with our clients. Whether you are pre-college level, undergraduate, graduate or working adults, we want to help. We have expertise each step of the way to help you becoming successful in your career!


A brief overview of how to do a pre-college or college research program is presented in the following video.

Our students reflected their experiences and we help them to get pass these pain spots. Here is a summary of common issues that we summarized into “Five Tips in Data Science“:

Sample Student Projects

Follow the footsteps of Ivy League graduate students, EURO STOXX and S&P500 Data Scientists to develop a profit-driven and AI-based research program of your own. Develop MLOps and learn to drive and expand a business and economic moat. Some student project can be seen on the right!