So, follow the data
Halevy et al., March 2009 (IEEE Intelligent Systems). Concluding advice of Google researchers Alon Halevy (research scientist), Peter Norvig and Fernando Pereira (research directors) in their article "The Unreasonable Effectiveness of Data", IEEE Intelligent Systems, March/April 2009.
The Unreasonable Effectiveness of Data
More from Halevy et al. · AI and science · Before ChatGPT
Who else?
What it refers to: Advice to choose representations that use unsupervised learning on plentiful unlabeled data and nonparametric models, because very large data sources hold a lot of detail.
Other voices
- “Rely more on real data and less on hand-crafted feature extraction” Yann LeCun et al.,
- “Is it possible to learn a face detector using only unlabeled images?” Quoc V. Le, Andrew Ng, Jeff Dean et al.,
- “Data is the moat for ML systems right now” Nathan Lambert, Writer,
- “Symbols lie at the root of intelligent action” Allen Newell et al.,
- “Algorithmic modeling describes what does happen” Peter Norvig,










