06 Sep
|
V2Soft
|
Chennai
Role & responsibilities
Machine Learning Engineer AI/ML, GCP & MLOps
Design, train, validate, and deploy machine learning models for data-quality anomaly detection, attribution, and signal generation.
Develop and maintain ML pipelines using GCP, Vertex AI, and BigQuery/BigQuery ML.
Integrate ML outputs with DBT models and data-quality scorecards.
Implement MLOps best practices including model versioning, reproducible experiments, feature engineering documentation, model monitoring, and drift detection.
Build scalable ETL/ELT pipelines to ingest, transform, and load dealer data into cloud data warehouses.
Develop and maintain DBT models for data transformation, testing, and documentation.
Design and maintain robust Airflow/Astronomer DAGs with alerting, retries, and SLA monitoring.
Work with large-scale datasets using Python, SQL, PySpark, BigQuery, and GCP services.
Partner with Product Owners, Analytics, and Engineering teams to identify ML use cases and translate business requirements into technical solutions.
Analyze model performance and provide clear recommendations on ML solution feasibility and deployment.
Follow solid software engineering practices including TDD, CI/CD, Git, code reviews, and pair programming.
Participate in Agile ceremonies, PI Planning, sprint planning, and technical discussions.
Maintain technical documentation for ML models, data pipelines, features, and processes.
Troubleshoot data, pipeline, model, and production issues and drive them to resolution.
Required Skills
4+ years of overall IT experience with 3+ years of software development experience.
Robust hands-on experience with Python.
Solid understanding of Machine Learning and AI/ML concepts.
Experience with Scikit-learn.
Experience with one or more ML frameworks such as PyTorch or TensorFlow.
Experience building and deploying ML models/pipelines.
Strong analytical and problem-solving skills.
Bachelor's degree in Computer Science, Engineering, Information Technology, or a related field.
Preferred candidate profile
Python
Machine Learning / AI/ML
Scikit-learn
PyTorch / TensorFlow
ML Model Development & Deployment
📌 Machine Learning Engineer Ai/ml, Gcp & Mlops Chennai
🏢 V2Soft
📍 Chennai