Design and develop forecasting and optimization models using Python libraries such as scikit-learn, PuLP and other advanced linear programming techniques on GCP
Perform data exploration, pre-processing and feature engineering to prepare data for modeling using GCP data storage and processing technologies such as BigQuery , Dataflow, and Cloud Storage
Analyze and interpret the results of the models and communicate the findings to stakeholders
Optimize and fine-tune the models for better performance
Adhere to software engineering best practices while collaborating with data engineers ML engineers using GitHub, Jira, etc.
Partner with stakeholders (Product, Technology, Operations) to continually improve/optimize models
Share findings by organizing the data results into easy-to-understand frameworks using Tableau or other visualization tools
What do you need to bring -
Try to limit the list of requirements to must-haves that are essential to the core functions of the role.
Must-Haves:
Master s degree in any quantitative discipline such as Engineering, Computer Science, Economics, Statistics or Mathematics
3+ years of experience with machine learning, experience analyzing large, multi-dimensional data sets and synthesizing insights into actionable solutions
Must have Python proficiency
Must have proficiency writing complex SQL queries
Must have proficiency with Machine Learning to solve clustering, classification, regression, anomaly detection, simulation, and optimization (including linear programming) problems on large scale data sets. Ideally experience with timeseries forecasting as well.
Must have proven ability to merge and transform disparate internal external data sets together to create new features
Experience with supporting deployment, monitoring, maintenance, and enhancement of models in production environment (GCP)
Experience with data visualization tools preferred - Tableau, Seaborn, Plotly , etc.
Ability to rapidly learn new concepts (technical, risk, business) a critical success factor in this role
Team-oriented, must be self-motivated, plan and manage time effectively, and be customer-focused
Excellent verbal and written communication skills with the ability to articulate concepts and ideas to diverse audiences
Good to Have:
Experience within the financial industry, with payments/ (e-Commerce knowledge preferred)