AI/ML (Java, APIs, Microservices)
1 day ago
About the Role:
We are seeking a Senior ML Platform Engineer to architect and build real-time AI systems that process streaming financial data. You'll be responsible for developing scalable machine learning infrastructure that powers intelligent financial recommendations, personalized user experiences, and real-time analytics.
Location: Navi Mumbai
Experience: 3-8 years
Key Responsibilities
Real-Time Data Processing
- Design and implement
Apache Kafka-based streaming pipelines
for high-volume financial data
- Build robust
event-driven architectures
to process real-time market data and user interactions
- Integrate with
microservices
and external financial APIs for seamless data flow
- Implement
stream processing logic
using Kafka Streams or Apache Flink
AI/ML Infrastructure
- Deploy and maintain
machine learning models
in production environments
- Build
real-time inference pipelines
for AI-powered financial recommendations
- Implement
MLOps practices
including model versioning, monitoring, and automated retraining
- Optimize
model serving infrastructure
for low-latency predictions
Platform Development
- Architect
scalable data platforms
on cloud infrastructure (Azure/AWS)
- Develop
APIs and microservices
for ML model integration
- Implement
monitoring and alerting systems
for data quality and model performance
- Ensure
security and compliance
with financial industry standards
Cross-functional Collaboration
- Work closely with
data science teams
to productionize ML models
- Collaborate with
backend engineers
on system integration
- Partner with
product teams
to understand business requirements
- Contribute to technical decision-making
Technical Expertise
- 3+ years
of experience in building production ML systems
- Strong expertise in Apache Kafka
and event streaming architectures
- Proficiency in Python and Java
for ML and streaming applications
- Experience with ML frameworks
(TensorFlow, PyTorch, Scikit-learn)
- Cloud platforms knowledge
(Azure, AWS, or GCP)
- Database technologies
(PostgreSQL, MongoDB, Redis)
- Containerization and orchestration
(Docker, Kubernetes)
Engineering Practices
- Strong software engineering principles
and clean coding practices
- Experience with CI/CD pipelines
and DevOps practices
- API design and microservices architecture
- Performance optimization
for high-throughput systems
- Version control
(Git) and collaborative development
Preferred Qualifications
Advanced AI/ML Skills
- Experience with
Large Language Models (LLMs)
and modern AI architectures
- Knowledge of
recommendation systems
and personalization engines
- Vector databases
and similarity search systems (Pinecone, Weaviate)
- Real-time feature engineering
and online learning systems
Streaming & Infrastructure
- Apache Flink
or advanced Kafka ecosystem tools (Connect, Schema Registry)
- Time-series databases
(InfluxDB, TimescaleDB) for financial data
- Message queue systems
beyond Kafka (RabbitMQ, Apache Pulsar)
- Model optimization
techniques for production deployment
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