Senior Machine Learning Engineer
Company: Credit Karma
Location: Oakland
Posted on: May 12, 2022
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Job Description:
Credit Karma is a mission-driven company, focused on championing
financial progress for our more than 100 million members in the
U.S., Canada and U.K. While we're best known for pioneering free
credit scores, our members turn to us for tips as they work on
their financial goals, including helping them monitor their credit,
identity monitoring, searching for credit cards, shopping for loans
(car, home and personal), and growing their savings all for free.
Credit Karma has grown significantly through the years: we've added
more than 70 million members in the last five years alone and now
have more than 1,100 employees across our offices in Oakland,
Charlotte, Los Angeles and London. Banking services provided by MVB
Bank, Inc., Member FDIC The machine learning platform provides
tools and services for building feature transformations,
distributed deep learning models, model lifecycle management,
counterfactual simulation and budget optimization for continuously
improving user engagement and revenue generation for our 100
million Credit Karma users. This role is also exciting because
you'll provide capabilities for feature engineering, monitor
feature quality and serve features at scale for the models. What We
Do We're a team of Machine Learning Engineers continuously building
and improving Credit Karma's Machine Learning Platform. Our mission
is to help improve user experience through better personalization.
We build ML Infrastructure and own a custom MLOps framework that
helps data scientists develop, deploy, and manage models at scale.
We develop, scale, and innovate on a platform for machine learning,
prediction serving, and personalized recommendation serving. What's
Great About The Role The ML Platform provides tools and services
for feature engineering, monitoring feature quality, serving
features at scale, building feature transformations, training Deep
Learning and AI models, continuous training/refresh, and model
lifecycle management. We partner with data scientists to design,
develop, and deploy platform capabilities to build AI. You will use
a variety of technologies such as BigQuery, Apache Beam,
Tensorflow, Keras, Scikit-Learn and Apache Airflow on Big Data.
Technologies for production serving and personalization include
Scala, Finagle, BigTable, GRPC, TF-Serving, Thrift, Kubernetes,
Splunk and Grafana. What We Are Looking For Dynamic server-side OOP
languages; Scala, Java, C++, PHP, Python, Perl, Ruby, or similar;
design patterns, algorithms, statistics, probability theory,
machine learning, artificial intelligence, programming languages,
networking and operating systems; web application internals and
common technologies; deployment strategies production
infrastructure; Kafka, BigQuery, Dataflow, Spark, AI Platform,
Akka-Http, GRPC, BigTable, JavaScript frameworks; application
scalability at any application tier; SQL, relational database
schema design and ORM technologies; and Agile/Scrum practices. What
We Would Like To See Master's degree in Computer Science,
Engineering, Computer Information Systems, Mathematics, Physics, or
a related field Modern data technologies include technologies such
as in-memory, distributed and serverless processing (e.g.
spark/dataflow/cloud-functions), key/value vs. document vs. column
oriented datastores (e.g. bigquery, bigtable, cloud-search),
message queues (kafka/pub-sub), elastic scaling (kubernetes,
instance-groups), etc Modern machine learning and optimization
technologies include familiarity with toolkits like sklearn, scipy,
tensorflow and pytorch Benefits At Credit Karma Includes Medical
and Dental Coverage Retirement Plan Commuter Benefits Wellness
perks Paid Time Off (Vacation, Sick, Baby Bonding, Cultural
Observance, & More) Education Perks Paid Gift Week in December
Equal Employment Opportunity Credit Karma is proud to be an Equal
Employment Opportunity Employer. We welcome all candidates without
regard to race, color, religion, age, marital status, sex
(including pregnancy, childbirth, or related medical condition),
sexual orientation, gender identity or gender expression, national
origin, veteran or military status, disability (physical or
mental), genetic information or other protected characteristic. We
prohibit discrimination of any kind and operate in compliance with
applicable fair chance laws. Credit Karma is also committed to a
diverse and inclusive work environment because it is the right
thing to do. We believe that such an environment advances long-term
professional growth, creates a robust business, and supports our
mission of championing financial progress for everyone. We offer
generous benefits and perks with a single eye to nourishing an
inclusive environment that recognizes the contributions of all and
fosters diversity by supporting our internal Employee Resource
Groups. We---ve worked hard to build an intensely collaborative and
creative environment, a diverse and inclusive employee culture, and
the opportunity for professional growth. As part of the Credit
Karma team, your voice will be heard, your contributions will
matter, and your unique background and experiences will be
celebrated. COVID-19 Update (US Jobs Only) Credit Karma believes
that vaccines are one of the most powerful tools to fight COVID-19
and save lives. We also believe that in order to work toward our
mission of helping people make financial progress, people first and
foremost need their health. All employees are required to be fully
vaccinated against COVID-19 prior to their start date unless
otherwise approved for an exception as may be required by law.
Privacy Policies Credit Karma is strongly committed to protecting
personal data. Please take a look below to review our privacy
policies: GDPR Privacy Policy California Consumer Privacy Act
(CCPA)
Keywords: Credit Karma, Oakland , Senior Machine Learning Engineer, Engineering , Oakland, California
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