J
Posted 18 hours ago
Software Development Engineer III - MLOps
JumioSDE III - MLOps
Requirements
5+ years Python experience, ML lifecycle management experience, PyTorch experience, AWS serverless architecture, Docker and orchestration, RESTful API design
Skills
PythonPyTorchAWSMLOpsDockerMLflow
About the role
Responsibilities
- Upgrade ML assets management systems for better developer experience and governance
- Build and optimize model serving infrastructure focusing on latency and cost
- Architect efficient inference pipelines across various acceleration options
- Implement cost-efficient, enterprise-scale solutions
- Collaborate with MLEs, QA, and DevOps engineers in a distributed team
- Evaluate and implement new technologies and tools
- Contribute to architectural decisions for distributed ML systems
Requirements
- 5+ years of software engineering experience with Python
- Experience with model lifecycle management (MLFlow, Weights & Biases)
- Experience with data management ecosystems
- Experience with ML frameworks, particularly PyTorch
- Experience optimizing ML models with hardware acceleration (AWS Neuron, ONNX, TensorRT)
- Proven experience building and operating AWS serverless architectures
- Deep understanding of event-driven processing (SQS/SNS) and serverless caching
- Experience with containerization using Docker and orchestration tools
- Strong knowledge of RESTful API design
- Proficiency in writing secure code and using static code analysis tools
- Strong Computer Science fundamentals in algorithms and complexity analysis
Preferred Qualifications
- Experience with model compilation, quantization, and performance profiling
- Experience working in regulated industries with strict cloud-native compliance requirements
About the Company
Jumio is a B2B technology company dedicated to eradicating online identity fraud, money laundering, and other financial crimes. We leverage AI, biometrics, and machine learning to provide leading online identity verification and eKYC solutions globally.
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Jumio · Bangalore
