Privacy-Preserving ML Researchers

Posted 3 months ago

Worldwide

Needs to hire 2 Freelancers
Summary

We are seeking Privacy-Preserving ML Researchers to help develop secure AI infrastructure for regulated industries. Focus areas include: * Federated learning * Differential privacy * Confidential inference * Secure multi-party computation * Privacy-preserving AI governance Responsibilities: * Research secure distributed AI architectures * Implement federated learning workflows * Build privacy-preserving inference systems * Evaluate adversarial and gradient leakage risks * Collaborate with cryptography and infrastructure teams * Contribute to production-grade confidential AI pipelines Required Skills: * Strong ML research background * Experience with PyTorch/JAX/TensorFlow * Familiarity with federated learning frameworks * Understanding of privacy attacks and mitigations * Strong mathematical and statistical foundations Understanding * Deep knowledge of NIST PQC standards (FIPS 203/204/205: ML-KEM, ML-DSA, SLH-DSA), hybrids, and crypto-agility. * Define integration patterns for Hardware Security Modules (HSMs) and on-premises/cloud PKI to support ML-KEM (Kyber), ML-DSA (Dilithium), and SLH‑DSA (SPHINCS+). * ML-DSA integration * Hybrid deployments (e.g., ML-KEM/ML-DSA with classical algorithms). * Strong background in lattice-based/hash-based cryptography, proficiency in C++/Python/Go; experience with liboqs or equivalent; understanding of performance/security trade-offs. Advanced degree in CS/Math/Cryptography highly desired. Preferred: * Publications/Understanding in NeurIPS, ICML, ICLR, PETS, or related venues * Experience with secure enclaves or TEEs * Differential privacy implementation experience

  • More than 30 hrs/week
    Hourly
  • 6+ months
    Duration
  • Intermediate
    Experience Level
  • $19.00

    -

    $40.00

    Hourly
  • Remote Job
  • Complex project
    Project Type
Skills and Expertise
Mandatory skills
AI Model Integration
Machine Learning Algorithm
Nice-to-have skills
Data Mining
Activity on this job
  • Proposals:5 to 10
  • Last viewed by client:10 hours ago
  • Interviewing:
    2
  • Invites sent:
    0
  • Unanswered invites:
    0
About the client
Member since Mar 31, 2018
  • India
    Kolkata4:44 PM
  • Tech & IT
    Individual client

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