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Senior Machine Learning Engineer
3 months ago
Job Description
Get to know the team
The Trust, Identity, and Safety team acts as guardians of all our users on Grab. The data science team here leverage our rich datasets to find solutions to problems ranging from safety to fraud. We're a hands-on team interested in the end to end data lifecycle: from wrangling data to understanding the trade-offs between model complexity and deployment in production.
Get to know the job
We are looking for an experienced Senior Machine Learning Engineer to help detect and reduce risk and fraud. If you're passionate about solving complex problems with immediate real-world impact, we want you
The Day-to-Day Activities
- Develop a deep behavioral understanding and intuition of our users from data to identify emerging fraud trends, develop, and improve machine learning models to detect risk and fraud.
- Collaborate with product, risk, compliance, analytics and engineering teams to manage the entire end-to-end life cycle of designing, implementing, and deployment of models.
- Work independently or in a team to solve complex problem statements
- Think out of the box and innovate in all possible perspectives.
The Must-Haves
- Master's/PhD in Computer Science, Electrical/Computer Engineering, Industrial & Systems Engineering, Mathematics/Statistics, or related technical disciplines.
- Proficient in programming in languages like Python, R, Java, or C++.
- Proficient in algorithm design given various data structures including sparse matrices, sequences, trees, and graphs.
- Strong working knowledge of machine learning including classification, clustering, and anomaly detection.
- Experience in ETL, feature selections, hyper-parameter optimization, model validation and visualization.
- Experience in tools like Scikit-Learn, Pandas, or XGBoost.
- Experience in deep learning frameworks like Tensorflow or PyTorch.
- Deep understanding and implementation experience of predictive modeling algorithms such as logistic regression, neural networks, forward propagation, decision trees and heuristic models, with familiarity dealing with trade-offs.
- Experience in interfacing with other teams and departments to deliver impact solutions for the organization.
- Self-motivated, independent learner, and enjoy sharing knowledge with team members.
- Detail-oriented and efficient time manager in a dynamic and fast-paced working environment.
The Nice-to-Haves
- Deep understanding of the fraud space with hands-on knowledge of fraud, payments and risk, especially on tech products.
- Recent programming experience in a production environment.
- Experience in graph databases.
- Experience in RNN/LSTM or Graph Neural Network is a plus.
- Experience in Spark MLlib is a plus.
