Senior Research Engineer, Machine Learning
3 weeks ago
Job Description
At Jobs for Humanity, we're committed to creating an inclusive and just employment ecosystem. As a Senior Research Engineer, Machine Learning, you'll play a crucial role in building a multiparty joint modeling and data analysis platform.
In this role, you'll work with product teams to understand key privacy requirements from TikTok's product family and convert research outcomes into technical solutions and product prototypes.
You'll also work with research teams for complex experiments requiring optimized algorithms running on large datasets or sophisticated data processing.
Additionally, you'll build open-source tools and infrastructure for privacy-related research and engage with community contributors in external events.
Responsibilities
- Participate in the construction of a multiparty joint modeling and data analysis platform
- Work with product teams to understand key privacy requirements from TikTok product family and convert research outcomes into technical solutions and product prototypes
- Work with research teams for complex experiments requiring optimized algorithms running on large datasets or sophisticated data processing
- Build open-source tools and infrastructure for privacy-related research and engage with community contributors in external events
Requirements
- PhD or Master's degree in Computer Science or a related field, or 3+ years of experience working in related fields
- Familiar with federated learning / distributed machine learning algorithms and experienced in federated learning frameworks and applications development
- Familiar with machine learning and deep learning frameworks, like TensorFlow, Pytorch, JAX
- Interest in privacy-enhanced techniques (PET) and related technical domains, including data and identity anonymization, differential privacy, secure multiparty computation, federated machine learning, on-device machine learning, interpretable AI, privacy-preserving technology for large language models (LLM) or foundation models, privacy-preserving regulation technology, etc.
- Proficiency in at least one of the following programming languages, Go, C++, Python, Rust, Java
- Ability to work globally and collaboratively within a team
What We Offer
- 100% premium coverage for employee medical insurance, approximately 75% premium coverage for dependents and offer a Health Savings Account (HSA) with a company match
- Dental, Vision, Short/Long term Disability, Basic Life, Voluntary Life and AD&D insurance plans
- Flexible Spending Account (FSA) Options like Health Care, Limited Purpose and Dependent Care
- 10 paid holidays per year plus 17 days of Paid Personal Time Off (PPTO) (prorated upon hire and increased by tenure) and 10 paid sick days per year as well as 12 weeks of paid Parental leave and 8 weeks of paid Supplemental Disability
- Mental and emotional health benefits through our EAP and Lyra
- 401K company match, gym and cellphone service reimbursements
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