Machine Learning Engineer
Location: Bangalore
Role & Responsibilities
- Design, implement, and productionize ML models and pipelines from prototyping to low-latency inference in production.
- Build robust data preprocessing, feature engineering, and model training workflows; implement reproducible training and versioning practices.
- Develop scalable model serving solutions (REST/gRPC) and integrate models with backend services and monitoring systems.
- Collaborate with data scientists and product teams to translate research into reliable, well-tested production code and measurable business metrics.
- Optimize models for latency, throughput, and cost (quantization, batching, caching, distributed inference) and implement CI/CD for ML artifacts.
- Establish observability and alerting for model performance, data drift, and production health; run root-cause analyses and remediation plans.
Skills & Qualifications
Must-Have
- Bachelor's or Master's degree in Computer Science, Engineering, statistics, or equivalent practical experience.
- 3+ years of experience deploying ML models to production and maintaining inference services in a production environment.
- Strong software engineering skills with Python and ML libraries.
- Hands-on with deep learning frameworks and model development.
- Experience containerizing applications and deploying to cloud platforms.
- Familiarity with model monitoring, A/B testing, and performance optimization for production workloads.
Preferred
- Experience with Kubernetes for orchestration and scalable inference.
- Practical knowledge of MLOps tools (MLflow, Airflow, or similar).
- Background in NLP, computer vision, or large language model integration.
Benefits & Culture Highlights
- Opportunity to work on end-to-end ML problems and ship models that impact customers at scale.
- Collaborative, engineering-first culture with mentorship and hands-on ownership.
- Competitive compensation and career growth for high-impact contributors.
Skills: docker,python,tensorflow,ml,scikit-learn,aws,pytorch,artificial intelligence
