software engineer intern model interpretability & responsible ai
Detail de l'annonce :
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