Data Scientist

Role Area : Data Scientist

Job description :

- Proven track record in the research, data science and engineering around building and shipping machine learning or statistical models that scale to high volumes of data (billions of data points)

- Proficiency with Python and SQL

- Experience using key ML libraries including scikit-learn, tensorflow , pytorch , sparkml

- Experience with data fusion and data cleansing techniques for creating labelled data sets

- Experience with developing synthetic data sets using generative and statistical modelling techniques

- Understanding of classical ML and DNN modelling techniques for supervised and unsupervised learning and sequence modelling.

- Understanding of 3 of either PGMs, RL, GNN, statistical modelling, or time series modelling

- Understanding of ensembles and multi modal machine learning techniques to solve complex problems

- Familiarity of large-scale distributed systems and related technologies such as Spark, Elasticsearch, Kubernetes, etc. is a plus

- Familiarity with cloud platforms (we use AWS here) and automation technologies (e.g., Kubernetes, Jenkins, Chef, etc.) is a plus

- Familiarity with the information/cyber security domain is a plus

Responsibilities :

- Analyze and correlate complex data from multiple sources

- Perform exploratory data analysis to gain deeper understanding of the data

- Work with stakeholders, including domain experts and product, to understand use cases and domain-specific problems and identify opportunities for applying machine learning to drive outcomes

- Develop tools and algorithms for generating synthetic data sets

- Define KPIs to measure model performance

- Develop and test statistical and machine learning models for efficacy and operational impact

- Write production quality code and work with other software engineering teams to deploy models into production

- Support deployed models as a subject matter expert

- Be creative and engineer novel features and methods to push beyond our current capabilities

Security Requirements :

- Conducts duties and responsibilities in accordance with AW s Information Security policies, standards, processes, and controls to protect the confidentiality, integrity, and availability of AW business information assets.

- Must pass a criminal background check and an employment verification as a condition of employment.