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Machine Learning Engineer

8 miesięcy temu

Warsaw, Polska VISA Pełny etat

Job Description And Responsibilities

We are looking for a Senior Manager of Machine Learning to lead our machine learning initiatives and drive innovation in Visa's strategic products and services. As a key leader within our organization, you will be responsible for overseeing a team of machine learning engineers, data scientists, and researchers, and for spearheading the development and deployment of cutting-edge machine learning solutions to solve complex business challenges. This role represents an exciting opportunity to make key contributions to Visa's strategic vision as a world-leading data-driven company. The successful candidate must have strong academic track record and demonstrate excellent software engineering skills. The successful candidate will be a self-starter comfortable with ambiguity, with strong attention to detail, and excellent collaboration skills.

Responsibilities

Lead and manage a team of machine learning scientists, providing mentorship, guidance, and support to ensure their professional growth and success Develop and execute the AI/ML strategy in alignment with the company's overall goals and objectives, identifying opportunities for leveraging machine learning to improve products and drive business growth Collaborate with cross-functional teams including product management, engineering, and business development to define requirements, prioritize projects, and ensure successful execution of machine learning initiatives. Oversee the end-to-end development and deployment of machine learning models and algorithms, from data collection and preprocessing to model training, evaluation, and deployment. This includes development of custom algorithms as well as use of packaged tools based on machine learning, data mining and statistical techniques. Define strategic & tactical goals for the team as well as key measurable metrics to evaluate the impact of machine learning initiatives, and provide regular updates and reports to senior leadership on progress and outcomes. Stay abreast of the latest advancements in machine learning, artificial intelligence, and related fields, and assess their potential impact on the business. Foster a culture of innovation, collaboration, and continuous learning within the machine learning team, promoting best practices, methodologies, and tools. Help the team in formulating business problems as technical data problems while ensuring key business drivers are captured in collaboration product stakeholders.  Work with product engineering to ensure implementability of solutions. Deliver prototypes and production code based on need. Experiment with in-house and third party data sets to test hypotheses on relevance and value of data to business problems. Devise and implement methods for adaptive learning with controls on effectiveness, methods for explaining model decisions where necessary, model validation, A/B testing of models. Devise and implement methods for efficiently monitoring model effectiveness and performance in production. Devise and implement methods for automation of all parts of the predictive pipeline to minimize labor in development and production. Contribute to development and adoption of shared predictive analytics infrastructure 

This is a hybrid position. Hybrid employees can alternate time between both remote and office. Employees in hybrid roles are expected to work from the office 2-3 set days a week (determined by leadership/site), with a general guidepost of being in the office 50% or more of the time based on business needs.

Qualifications

8 or more years of relevant work experience with a Bachelor Degree or at least 6 years of experience with an Advanced Degree (e.g. Masters, MBA, JD, MD) or 2 years of work experience with a PhD PhD in Computer Science, Operations Research, Statistics or highly quantitative field (or equivalent experience) with strength in Deep Learning, Machine Learning, Data Mining, Statistical or other mathematical analysis is a plus. Track record of mentoring small teams in a collaborative setting Relevant coursework in modeling techniques such as logistic regression, Naïve Bayes, SVM, decision trees, or neural networks. Ability to program in one or more scripting languages such as Perl or Python and one or more programming languages such as Java, C++ or C#. Experience with one or more common statistical tools such SAS, R, KNIME, Matlab. Excellent understanding of algorithms and data structures. Deep learning experience with TensorFlow is a plus. Experience with Natural Language Processing is a plus Experience working with large datasets using tools like Hadoop, MapReduce, Pig, or Hive is a plus. Publications or presentation in recognized Machine Learning and Data Mining journals/conferences is a plus. Excellent analytic and problem solving capability combined with ambition to solve real-world problems. Excellent verbal and written communication skills.

Additional Information

Visa is an EEO Employer. Qualified applicants will receive consideration for employment without regard to race, color, religion, sex, national origin, sexual orientation, gender identity, disability or protected veteran status. Visa will also consider for employment qualified applicants with criminal histories in a manner consistent with EEOC guidelines and applicable local law.