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Characteristics of Machine Learning solutions

It is estimated that 87% of data science projects never reach production. One of the pitfalls to developing a production-ready machine learning solution is the ability to define if it’s an appropriate tool for solving the problem. Not every problem should be solved with machine learning.

It is estimated that 87% of data science projects never reach production. One of the pitfalls to developing a production-ready machine learning solution is the ability to define if it’s an appropriate tool for solving the problem. Not every problem should be solved with machine learning.

Here’s a guide for reviewing your project to determine if machine learning is a tool that would be useful.

Characteristics of Machine Learning Applications

Kishau Rogers

Kishau Rogers is an award-winning technology entrepreneur specializing in wrangling complexity using computer science, systems thinking, creativity, and common sense. She is the Founder & CEO of Time Study, Inc., a high-growth startup offering solutions for using machine learning, advanced natural language processing, and data science to automatically tell a story of how enterprise employees spend their time and its impact on the areas that matter. As the Founder and CEO of Time Study, Kishau is one of the first Black women in Virginia to raise millions in venture capital to scale her tech startup. She is also the owner of Websmith Studio and the editor of the bigThinking project, a resource for promoting the principles of systems thinking.

Kishau’s work is featured in Forbes, The Wall Street Journal, Entrepreneur, and Black Enterprise. In addition, she is a recipient of many awards, including the VCU Distinguished Alumni (in Computer Science), NAWBO Wells Fargo STEM award, the Lyn McDermid Community Impact Award, and the MBL Entrepreneur of the Year Award.

In her commitment to using technology as a tool for social good, she also serves as an advisor to organizations and initiatives like AI for Afrika, Think Of Us, WAAW Foundation, Level Up Ventures, Virginia Commonwealth University Department of Computer Science, the first U.S. White House Hackathon for Foster Care and SheHacks Africa, a software engineering intensive providing training to women & girls across Africa.

She holds a Computer Science degree and has over twenty-five years of experience in the technology industry and more than 15 years of entrepreneurial leadership.

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