Data-centric artificial intelligence (DCAI) is a new approach to machine learning that relies on the data scientist to define the entire pipeline from data cleansing and ingestion through model training. In this approach, there is no need for deep knowledge about AI algorithms; rather, it's all about the data. The idea behind DCAI is very simple: let's start with clean data and … [Read more...] about What is Data-Centric AI All About and Why Is It Important?
data science
Nordic Data Science And Machine Learning Summit
The Nordic Data Science and Machine Learning Summit is an annual event bringing together the Data Science and Machine Learning community in the Nordics to share ideas and discuss ways to harness the full potential of Advanced Analytics and AI as well as explore the development and the maturity of Data Science and AI as a function. With domestic and international speakers on … [Read more...] about Nordic Data Science And Machine Learning Summit
Teaching the Ethics of Analytics
I've written about and given much thought to ethics and its relationship to analytics and data science. I even worked with O'Reilly Media to compile a book on the topic in 2020. However, ethics remains a concern today; one reason is that people in our community are not being trained properly to ensure that everything about their analytics and data science processes is … [Read more...] about Teaching the Ethics of Analytics
Machine learning in Healthcare: Why it matters
The healthcare industry is faced with several challenges. From the quality and availability of medical professionals to the ever-growing population, there are many different issues that healthcare providers must face. At the same point, the healthcare industry is growing and evolving at a rapid pace. With new technology, more innovation, and new solutions, it's important to … [Read more...] about Machine learning in Healthcare: Why it matters
Understanding the Data Mesh
Nowadays, it seems like every data person falls into two camps: those who understand the data mesh and those who don't. Rest assured: if you're in either camp, you're not alone! Rarely in recent memory has a topic taken the data world by storm, spawning a thriving community, hundreds of blog articles, and sighs of relief from data leaders across industries struggling with … [Read more...] about Understanding the Data Mesh