Deep Learning / AI Scientist - Liveness Detection and Biometrics

VIDA Digital Identity; Singapore; On-site; USD 80,000 - 150,000; Full time

Job summary

Join a forward-thinking company on a mission to revolutionize digital identity solutions! As a Deep Learning AI Scientist, you will play a critical role in designing and deploying advanced models for liveness detection and biometrics. Your expertise will directly enhance the security and reliability of identity verification systems, impacting millions who lack secure identity. Collaborate with a dynamic team, stay at the forefront of research, and help drive meaningful change in the world. If you're passionate about technology and making a difference, this is the opportunity for you!

Qualifications

• 3+ years of hands-on experience in deep learning model development.
• Strong understanding of computer vision and machine learning techniques.

Responsibilities

• Design and deploy deep learning models for liveness detection.
• Collaborate with teams to improve identity verification systems.

Skills

Deep Learning

Computer Vision

Machine Learning

Adversarial Training

Problem Solving

Collaboration

Education

Advanced Degree in Quantitative Field

Tools

Python

C++

Scala

Java

TensorFlow

PyTorch

MXNet

AWS

GCP

Azure

Job description

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:

1. 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.
2. Design, train and deploy biometric models to correctly identify users.
3. Own the full lifecycle of deploying models: from data labelling, working with engineers to design scalable APIs, to monitoring and A/B testing new model versions.
4. Stay updated with the latest research in biometrics, computer vision, and deep learning, incorporating new techniques to improve VIDA’s products.
5. Collaborate with business, product, operations and engineering teams to deliver impact for our customers.
6. Work independently or in a team to solve complex problem statements.

Requirements:

1. 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.
2. Deep understanding of modern computer vision techniques, deep learning and machine learning.
3. Experience developing and deploying machine learning models in production.
4. Experience with adversarial training to enhance model robustness.
5. Proficient in Python, C++, Scala, or Java.
6. Familiarity with modern deep learning frameworks such as TensorFlow, PyTorch, MXNet.
7. Familiarity with cloud platforms like AWS, GCP, or Azure for model deployment.
8. Experience in on-device inference for machine learning models is a plus.
9. Take pride in taking ownership and driving projects to have business impact.
10. 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.

At VIDA, we are creating a frictionless digital identity system. One that fulfills the needs and expectations of our times, and is available anywhere, for everyone.

Why are we solving this problem?

The United Nations (UN) and World Bank ID4D initiatives aim to provide everyone on the planet with a legal identity by 2030. This deadline is just 9 years away, we are expecting a digital identity to be a legal human right by then and we at VIDA want to be pioneers in leading this change.

Who are we?

We are a highly driven bunch of people to solve this problem for our own reasons. Whether it is to solve for misleading doctors, or because we didn’t get access to fair ration due to corruption - Our collective goal aligns.