Headquartered in New York City, Dataiku was founded in Paris in 2013 and achieved unicorn status in 2019. Now, more than 1,000+ employees work across the globe in our offices and remotely. Backed by a renowned set of investors and partners including CapitalG, Tiger Global, and ICONIQ Growth, we’ve set out to build the future of AI.
Dataiku allows Data scientists to easily build high performance Machine Learning models, but often interpretability is as more important, if not more, than predictive power. As AI becomes an increasingly pervasive part of everyday life, it’s also incumbent upon businesses to ensure that their modelling practices are responsible, taking care to avoid propagating societal biases and inequities.
Today Dataiku provides extensive features to analyze a model’s behaviour (explaining individual predictions, as well as in aggregate at the model level), and also segment these analyses for comparison by subpopulation, and against various measures of fairness. However we believe there remains an opportunity to do more, and empower our users with more capabilities to deliver transparent and robust models, by further improving our explainability suite, and also providing more ways to interrogate & mitigate unwanted bias throughout the model development lifecycle.
The objective of the internship is to add additional capabilities to our interpretability and responsibility suite of functionalities.
During this internship, you will:
- Get familiar with Dataiku, its machine learning capabilities, model explanation & responsible AI techniques, the D3.js and ECharts libraries…
- Propose other possible enhancements and help prioritize the various enhancements.
- Implement one or more enhancements, starting with the most important ones first.
Celebrate and party because our beloved users can now enjoy even more insights into their models!
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