Deep Learning

1 month ago

Singapore VIDA Full time

Our mission is to create innovative, robust, and user-friendly digital identity solutions. We are looking for a passionate and skilled
Deep Learning AI Scientist
specializing in
Liveness Detection
and
Biometrics
to join our dynamic team. Your work will directly impact the security and reliability of VIDA's identity verification systems.
Responsibilities:
Liveness Detection Development:
Design, train, and deploy advanced deep learning models to ensure robust liveness detection, preventing spoofing attacks using photos, videos, masks, or other methods.
Design, train and deploy biometric models to correctly identify users.
Own the full lifecycle of deploying models: from data labeling, working with engineers to design scalable APIs, to monitoring and A/B testing new model versions.
Stay updated with the latest research in biometrics, computer vision, and deep learning, incorporating new techniques to improve VIDA’s products.
Collaborate with business, product, operations, and engineering teams to deliver impact for our customers.
Work independently or in a team to solve complex problem statements.
Requirements:
An advanced degree in a quantitative field, and 3+ years of hands-on experience in deep learning model development for biometrics or liveness detection or a similar field.
Deep understanding of modern computer vision techniques, deep learning, and machine learning.
Experience developing and deploying machine learning models in production.
Experience with adversarial training to enhance model robustness.
Proficient in Python, C++, Scala, or Java.
Familiarity with modern deep learning frameworks such as TensorFlow, PyTorch, MXNet.
Familiarity with cloud platforms like AWS, GCP, or Azure for model deployment.
Experience in on-device inference for machine learning models is a plus.
Take pride in taking ownership and driving projects to have business impact.
Thrive in a fast-moving collaborative environment.
What are we trying to solve?
We have 7.5 billion people on Earth, of which over 1 billion cannot securely prove their identity right now. Every year, 140 million babies are born, of which 40 million go unregistered. Simply put, these people are deprived of social benefits, such as education and health, their civil rights to vote and travel; and are excluded from the economy because they cannot sign up for bank accounts, loans, welfare programs, etc. We believe this is unacceptable, and needs to change.
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