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Senior Machine Learning Engineer, Presentation Attack Detection

Tools for Humanity (Worldcoin LA)

Tools for Humanity (Worldcoin LA)

Software Engineering
Munich, Germany
Posted on Monday, June 3, 2024

About the Company:

Worldcoin (www.worldcoin.org) is an open-source protocol, supported by a global community of developers, individuals, economists and technologists committed to expanding participation in, and access to, the global economy. Its community is united around core beliefs in the inherent worth and equality of every individual, the right to personal privacy, and open and public collaboration. These beliefs are reflected in what the community is building: a public utility to connect everyone to the global economy.

The Worldcoin Foundation (www.worldcoin.foundation) is the protocol’s steward and will support and grow the Worldcoin community until it becomes self-sufficient. Tools for Humanity (www.toolsforhumanity.com) is a global hardware and software development company. It helped launch Worldcoin and continues to provide support to the Foundation, in addition to operating the World App.

This opportunity will be with Tools for Humanity.

About the AI & Biometrics Team:

The AI & Biometrics team is building a biometric iris recognition system that can work reliably with more than a billion users and enables them to claim their free share of WLD. We use cutting-edge machine learning models deployed on custom hardware to enable high-quality image acquisition, identification, and fraud prevention, all while requiring minimal user interaction.

We are building an iris recognition and fraud detection engine that works on the 1bn people scale. Therefore, its performance needs to out-perform all the current iris recognition technologies. We leverage our powerful custom-made iris recognition and presentation attack detection device, the Orb, combined with the latest research from the field of AI and Deep Learning.

About the Opportunity:

We are seeking a dynamic Senior Software Developer for AI Backend to join our innovative AI & Biometrics team. In the wake of transitioning to an app-centric architecture, the new role will focus on the backend development and management of data services essential for our operations. The successful candidate will be pivotal in overseeing and enhancing the security and functionality of our systems, ensuring robust data handling and seamless service delivery.

Key Responsibilities:

  • Lead the development and maintenance of backend services, focusing on secure data upload and download processes.
  • Ensure high data security and privacy standards.
  • Collaborate closely with other teams to enhance cross-functional systems and security measures, ensuring compliance with the latest industry standards.
  • Oversee and optimize container orchestration and automation tools such as Kubernetes, ArgoCD, and Airflow.
  • Participate in on-call rotations and maintenance duties, addressing critical issues swiftly to maintain service continuity.
  • Drive continuous improvement initiatives in software quality and system operations, setting benchmarks and leading the team toward best practices in software development.
  • Contribute to developing our labeling and data collection platform using Next.js; basic full-stack development skills are beneficial.

About You:

  • Proven experience in backend development, preferably in a senior role managing AI-driven applications.
  • Strong programming skills in Python and Go; experience with GitHub Actions, and Terraform is highly desirable.
  • Expertise in managing and deploying applications on cloud platforms like AWS, with a strong grasp of permission management and security protocols.
  • Experience with database management and operations using tools like MongoDB, Redis, and other NoSQL databases.
  • Knowledge of MLOps and large-scale machine learning model training tooling (e.g., MLflow, AWS pCluster, SLURM) is a plus.
  • Thrive in a high-paced environment, able to perform outstanding work in short timelines.
  • Exceptional communication skills and fluency in English are crucial for effective teamwork and cross-team collaborations.
  • Ability to lead and inspire a team, advocating for software excellence and innovative practices.

Nice to Have:

  • Experience in full-stack development, particularly with Next.js.
  • Experience in development with Rust.
  • Familiarity with Zero Knowledge Proofs (ZKP) and their application in software security.

What we offer:

  • An open and collaborative office space in downtown SF
  • Unlimited PTO
  • Monthly Phone Reimbursement or a company device
  • Daily DoorDash credit for in-office meals
  • Top-tier medical, dental, vision insurance
  • 401k + employer match program

The reasonably estimated salary for this role at TFH in San Francisco ranges from $216,000 - $260,000, plus a competitive long term incentive package, and may include variable compensation. Actual compensation is based on factors such as the candidate's skills, qualifications, and experience. In addition, TFH offers a wide range of best in class, comprehensive and inclusive employee benefits for this role including healthcare, dental, vision and mental health benefits, a 401(k) plan and match, life insurance, flexible time off, commuter benefits, professional development stipend and much more!