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software engineer intern model interpretability & responsible ai
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Annonce N°174868Publié le 26/05/2022 à 06:30
Description
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. It is often as important, if not more, to be
able to explain and interpret the models' predictions. Additionally, a
responsible usage of machine learning, i.e. ensuring that the models
do not propagate societal biases and inequities, is more and more
crucial. Today, Dataiku provides extensive features to visually
analyze a model's behavior: explaining individual predictions,
comparing the model on various subpopulations, and against various
measures of fairness… However, we believe there remains an
opportunity to empower our users with more capabilities, in order to
deliver transparent and robust models: further improving our
explainability suite, and providing better and/or new ways to
interrogate & mitigate unwanted bias throughout the model development
lifecycle. The OBJECTIVE OF THE INTERNSHIP is to improve and add to
our visualization capabilities for machine learning models
interpretability and responsibility. AFTER A PERIOD OF ONBOARDING, YOU
WILL: * GET FAMILIAR with Dataiku's machine learning capabilities, the
various visualizations used for models interpretability and
responsibility, visualization libraries like D3.js and ECharts *
SUGGEST enhancements for existing and/or new visualization
capabilities for model interpretability and responsibility, and
prioritize them. * e.g. we are transitioning some of our
visualizations from D3.js to ECharts * IMPLEMENT one or more
visualization enhancements in our front-end code base, with additional
improvements in the back-end if necessary. * CELEBRATE AND PARTY
because our beloved users can now enjoy even more insights into their
models! We're looking for talented, smart, kind, and genuinely curious
individuals to work alongside us. TO SUCCEED, YOU SHOULD: * Be EAGER
TO LEARN new things, and AUTONOMOUS to drive your subject * Be
FAMILIAR with FRONT-END WEB DEVELOPMENT and best practices * Have a
GOOD KNOWLEDGE OF A PROGRAMMING LANGUAGE (Java, Javascript or
Typescript, Python …) * Apply with a RESUME IN ENGLISH The
internship will take place in our nice and cozy office located in the
HEART OF PARIS. If you want to learn more about our hiring process,
you can read this article about our engineering hiring philosophy.
ABOUT DATAIKU: Dataiku is the platform for Everyday AI, systemizing
the use of data for exceptional business results. By making the use of
data and AI an everyday behavior, Dataiku unlocks the creativity
within individual employees to power collective success at companies
of all sizes and across all industries. Don't get us wrong: we are a
tech company building software. Our culture is even pretty geeky! But
our driving force is and will always remain people, starting with
ours. We consider our employees to be our most precious asset, and we
are committed to ensuring that each of them gets the most rewarding,
enjoyable, and memorable work experience with us. Fly over to
Instagram to learn more about our #dataikulife. _Our practices are
rooted in the idea that everyone should be treated with dignity,
decency and fairness. Dataiku also believes that a diverse identity is
a source of strength and allows us to optimize across the many
dimensions that are needed for our success. Therefore, we are proud to
be an equal opportunity employer. All employment practices are based
on business needs, without regard to race, ethnicity, gender identity
or expression, sexual orientation, religion, age, neurodiversity,
disability status, citizenship, veteran status or any other aspect
which makes an individual unique or protected by laws and regulations
in the locations where we operate. This applies to all policies and
procedures related to recruitment and hiring, compensation, benefits,
performance, promotion and termination and all other conditions and
terms of employment. If you need assistance or an accommodation,
please contact us at: _reasonable-accommodations@dataiku.com