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ML Ops Engineer
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Greetings from TCS!!!
TCS presents an excellent opportunity for Techno Functional Role!
Role: ML Ops Engineer
Desired Experience Range: 5-10 Years
Location: PAN
Desired Competencies (Technical/Behavioral Competency)
Must-Have
- Several years of practical experience in applying machine learning and data science methods in a business context
- Profound knowledge of relevant programming languages and frameworks (e.g., Python, R, scikit-learn, PyTorch)
- Experience working with databases (e.g., SQL) and ideally big data technologies (e.g., GCP Big Query).
- Ideally, expertise in neural networks, especially autoencoders and transformers, to elevate our solutions to the next level.
- Experience with cloud platforms and CI/CD processes (e.g. Github Actions) for data products is advantageous.
- Extensive knowledge of the banking industry, mainly in client transactions, transaction monitoring using anomaly detection algorithms.
- Ability to design and implement cloud solutions and ability to build MLOps pipelines on cloud solutions (AWS, MS Azure or GCP)
- Experience with MLOps Frameworks like Kubeflow, MLFlow, DataRobot, Airflow etc., experience with Docker and Kubernetes, OpenShift
- Programming languages like Python, Go, Ruby or Bash, good understanding of Linux, knowledge of frameworks such as scikit-learn, Keras, PyTorch, Tensorflow, etc.
- Ability to understand tools used by data scientist and experience with software development and test automation
- Fluent in English, good communication skills and ability to work in a team
Key responsibilities:
- Design and implement cloud solutions, build MLOps on cloud (AWS, Azure, or GCP)
- Build CI/CD pipelines orchestration by GitLab CI, GitHub Actions, Circle CI, Airflow or similar tools
- Data science model review, run the code refactoring and optimization, containerization, deployment, versioning, and monitoring of its quality
- Data science models testing, validation and tests automation
- Communicate with a team of data scientists, data engineers and architect, document the processes
Location
Mumbai
Job Function
TECHNOLOGY
Role
Developer
Job Id
368335
Desired Skills
Machine Learning | Python | AutoPIPE
Desired Candidate Profile
Qualifications : BACHELOR OF ENGINEERING
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