NTT DATA Services strives to hire exceptional, innovative and passionate individuals who want to grow with us. If you want to be part of an inclusive, adaptable, and forward-thinking organization, apply now. We are currently seeking a ML Ops Engineer to join our team in Bengaluru, Karnātaka (IN-KA), India (IN). Mandatory Skills /Experience: Experience in full ML life cycle automation that includes data ingestion, data validation, data and source versioning, attribute lineage, feature engineering, evaluation of model experiments, model training, model validation in release pipelines, assessing responsible AI, model registration, containerized deployment, event-driven monitoring, and integration with ML Flow pipelines Ability to understand and clearly articulate trade-offs of various approaches to solving machine learning platform problems Experience in agile framework Strong knowledge and experience with software engineering practices Significant, hands-on experience supporting large data sets Working knowledge in Azure DevOps or equivalent including GitHub, Boards, CI/CD and other related functionality. Experience with machine learning, deep learning and statistical modeling using Scikit learn, XGBoost, TensorFlow, Keras and Pytorch. Good to have Skills/Experience: Experienced in modeling with tabular, text, image, document, and video data for creating AI driven products and services. Advanced skills in Python and SQL, with a demonstrable history of writing clean, clear code as part of a team. Expertise in other languages such as C# and JavaScrip to extend Azure capabilities is highly desirable. Ability to design and implement model documentation and monitoring protocols Comprehensive knowledge and experience with technical systems, datasets, data warehouses, analytical database, and data analysis techniques Experience in business intelligence tools like Azure Synapse, Snowflake, and similar technology. Experience in PowerBI highly desirable. Experience/certification in Azure, Azure ML, Databricks, or equivalent such as AWS and GCP, MLOps, data architectures, container orchestration, streaming, Spark, and Linux. Experience in handling structured, semi-structured, unstructured, graph and vector databases for modeling and analytics About NTT DATA Services NTT DATA Services is a recognized leader in IT and business services, including cloud, data and applications, headquartered in Texas. As part of NTT DATA, a $30 billion trusted global innovator with a combined global reach of over 80 countries, we help clients transform through business and technology consulting, industry and digital solutions, applications development and management, managed edge-to-cloud infrastructure services, BPO, systems integration and global data centers. We are committed to our clients’ long-term success. Visit nttdata.com or LinkedIn to learn more. NTT DATA Services is an equal opportunity employer and considers all applicants without regarding to race, color, religion, citizenship, national origin, ancestry, age, sex, sexual orientation, gender identity, genetic information, physical or mental disability, veteran or marital status, or any other characteristic protected by law. We are committed to creating a diverse and inclusive environment for all employees. If you need assistance or an accommodation due to a disability, please inform your recruiter so that we may connect you with the appropriate team.