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The State of DataPrepOps: Predictions for 2023
You couldn’t have missed the tremendous growth in the adoption of ML/AI over the past few years. What was once only feasible in sci-fi movies has now become a significant part of our lives. And the one element that has been key in making...
Compute-Saving Active Learning
Or how to make Active Learning truly appealing to the industry. If you are a Data-Centric AI aficionado, the growing interest from the Machine Learning community for Active Learning in the past 18 months should definitely feel very...
Did We Just Move on from MLOps Without Anyone Noticing?
It’s unclear whether data scientist was ever truly the sexiest job of the century, but one thing is for sure, back in 2012, the market for data experts was as hot as it could be. As the world was barely recovering from the biggest...
8 Ways We Can Usher in an Era of Responsible AI
Today, there are several thoughts on the growth of AI in society. If you actively follow the new advancements in the tech space, you might have come across a lot of different viewpoints on AI. Popular beliefs are both positive and...
Why You Need to Swap from Data Labeling to DataPrepOps Today!
As the adoption of Machine Learning grew in the Industry, so did the need for data annotation . Leaders in the space as well as those funding those new initiatives learned the hard way that collecting loads of data wasn’t enough as the...
How Data-Centric AI Can Save Us From Another AI Winter
Featured photo by Joshua Earle on Unsplash What a time to be alive, if you are a Technology enthusiast. If our great-grand-parents were to travel to 2022, they would surely feel like they just landed in the middle of the shooting...
AI Sentience: Friend or Foe?
June 11th, 2022. It finally happened. The Singularity is upon us. It’s the beginning of the end for humankind. AI is taking over, and there is no going back. Well… not exactly. But that’s what a Google engineer, Blake Lemoine, seems to...
What is Machine Teaching?
The past few years have been incredibly exciting for the Machine Learning research community: from Generative Adversarial Networks (GANs) to Learning-to-Learn, it seems that a new training paradigm or a new model architecture is seeing...
Everything You Need to Know about DataPrepOps – Part 3
The many flavors of DataPrepOps
Everything You Need to Know about DataPrepOps – Part 2
What is DataPrepOps? Half a century went by from the inception of the fundamental principles of AI, to the day where AI applications finally saw the light of day. The 2010s finally marked the beginning of a new era for ML experts after...
Everything You Need to Know about DataPrepOps – Part 1
The Origins of Data Labeling Remember the last time you took a picture with your friends to post on social media, and the app helped you save time by automatically tagging everyone for you? It might be hard to believe, but not so long...
What is Data-Centric AI?
A Primer San Francisco, CA, May 2018: as the Train AI conference was drawing to a close, the audience was gathering one last time for what was one of the most anticipated talks of the day: Andrej Karpathy, Director of AI at Tesla. The...