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Zenativity is a unique public benefit community for everyone who seeks to build a better work-life balance. We provide individuals with professional development opportunities in the STEM (Science, Technology, Engineering and (Mathematics) field in addition to lifestyle and Wellness information. We assist the students and professionals in gaining experience in the Data Science field and facilitate a positive learning environment for all. We also promote physical and mental health activities.

Zenativity, Inc. is a nonprofit public benefit corporation qualified under Section 501(c)(3) of the Internal Revenue Code as a tax-exempt organization for educational, scientific and charitable purposes.


Regression with a Crab Age

In the realm of commercial crab farming, precision is paramount. Deciphering the exact age of a crab holds the key to unlocking a cascade of benefits for farmers. Welcome to the world of “Regression with a Crab Age,” where data-driven insights empower crab farmers to make informed decisions about harvesting, resource allocation, and sustainability.

Unleashing the Power of Categorical Feature Encoding

Step into the realm of data innovation with our latest project, the “Categorical Feature Encoding Challenge: cat-in-the-dat.” This venture is designed to unravel the complexities of categorical classification by exploring cutting-edge encoding techniques. Join us as we delve into this crucial aspect of data science, where the art of effective encoding can be the catalyst for building robust machine learning models.


In the complex clinical training environment, medical trainees grapple with challenges, facing an overload of information during rotations (such as ICU, cardiology and so on). The absence of a clear navigation system hinders their learning – a concern magnified by the lack of standardized training … To tackle these limitations, we have partnered with clinician educators to develop a web application called BLuEPRINT.




The instruction or training of the individual for the purpose of improving or developing his capabilities; or The instruction of the public on subjects useful to the individual and beneficial to the community.

B80 Student Services
J22 Job Training
K40 Nutrition


Scientific research carried on for the purpose of aiding a community or geographical area by attracting new industry to the community or area or by encouraging the development of, or retention of, an industry in the community or area.

U40 Engineering & Technology
U41 Computer Science
U42 Engineering


The advancement of education or science; or Relief of the poor and distressed or of the underprivileged; or lessening of the burdens of Government.

T12 Fund Raising & Fund Distribution
T50 Philanthropy, Charity & Voluntarism Promotion
F80 Mental Health Associations


Think you got a great idea? Get in touch with us. We can’t wait to have you on board!