Mlops with Aws Terraform

2 weeks ago


Telangana, India RandomTrees Full time

please see below for the detailed info about the MLOPS project requirement which IBM is looking for:
Usecase Name: Multi-account Secure MLOps Sagemaker Project with Gitlab CI/CD using Terraform

Usecase Description: This usecase involves the implementation of a robust MLOps workflow within an AWS environment, specifically using Amazon Sagemaker for machine learning tasks. The project ensures security through the utilization of multiple AWS accounts. Gitlab CI/CD is employed to automate the software delivery pipeline, enhancing efficiency and reliability. Terraform is utilized for infrastructure as code, providing a scalable and maintainable architecture. End users interact with the implemented solution through an API Gateway, ensuring a standardized and secure interface.

Pipeline Details along with Architectural Diagrams: The CI/CD pipeline is orchestrated through Gitlab, seamlessly integrating Sagemaker model deployment. The pipeline encompasses stages such as source, build, staging deploy, test staging, and prod deploy. Architectural diagrams illustrate the flow of data and processes, showcasing the integration points between Gitlab, Sagemaker, API Gateway, and other AWS resources.

Platform Details: The entire infrastructure is hosted on Amazon Web Services (AWS), leveraging its services for compute, storage, and machine learning capabilities.

Additional Documentation Details:

- Security Measures: Outline the security protocols implemented to safeguard the multi-account environment and API Gateway interactions.
- Terraform Configurations: Provide detailed Terraform code snippets to reproduce the infrastructure.
- AWS Service Integration: Specify how AWS services are utilized within the architecture.
- Model Monitoring: Detail the model monitoring and logging mechanisms in place for continuous model health assessment like model drift, model bias, data drift, data bias.
- Scalability Considerations: Discuss how the architecture accommodates future scalability requirements.



  • Hyderabad / Secunderabad, Telangana, India Chitti Digisoftech Private Limited Full time

    Design and implement solutions to build out our production AWS environment Ensure our Public Cloud is secure, automated, resilient, scalable and cost-effective Perform L3 support activities to manage and maintain the production environment Build our IaC capability leveraging AWS tools and Terraform Design, implement and grow Infrastructures capability to run...

  • Hyd Ml Ops

    5 days ago


    Hyderabad, Telangana, India FactSet Research Systems Full time

    Responsibilities:Develop and maintain machine learning pipelines to support our machine learning models. - Ensure the integration and maintenance of model and prompt libraries. - Assist in fine-tuning, testing, and deploying sophisticated machine learning models. - Utilize Infrastructure as Code (IaC) for managing and provisioning through the complete...

  • AWS SRE Engineer

    1 week ago


    Bengaluru / Bangalore, Hyderabad / Secunderabad, Telangana, India Macropace Technologies Full time

    AWS SRE Engineer6 - 10 YearsNP- 30 DaysPermanentUST GlobalPan IndiaJob DescriptionCloud: Strong experience in any cloud with good foundation on Azure Cloud or having Azure certifications. OS: Linux, preferably with admin skills/knowledge. IAC: Terraform with strong experience CI/CD: Any CI/CD Tool, Github actions preferred. Container Orchestration:...

  • CONTRACT TO HIRE

    1 week ago


    Bengaluru / Bangalore, Hyderabad / Secunderabad, Telangana, India Shell Info Technologies Private Limited Full time

    AWS Cloud Security EngineerJob Description:Over all experience of 5 to 8 Years with a relevant experience of 3+ years Proven hands-on experience with coding in Terraform to deploy and run API Gateway, Kinesis, Python Lambda, EC2, Elastic Beanstalk, DynamoDB, Fargate, SageMaker Extensive experience with implementing security controls in AWS: IAM, Security...

  • Technical Lead

    1 week ago


    Gurgaon / Gurugram, Hyderabad / Secunderabad, Telangana, India Whisk Software Private Limited Full time

    Role and Responsibilities • Design, develop, implement, and document test changes in microservices-based applications. • Initiate design reviews for new applications while adhering to the software development standards. • Perform cross-functional training and facilitate information sharing among the team members. • Recommend new software development...


  • Hyderabad / Secunderabad, Telangana, Bengaluru / Bangalore, India Anlage Infotech India Private Limited Full time

    Location :: Bengaluru / Hyderabad (Remote) Shift Timing :: 02:00 PM - 11:00 PM IST Competencies: A minimum of 8 years of tangible AI/ML engineering experience. Proficiency in: AI disciplines: Deep learning, NLP, and Generative AI. Essential Data Science Frameworks: TensorFlow, Keras, Scikit-learn, SciPy, Spacy, NLTK. MLOps tools such as AWS Sagemaker, Azure...

  • DevOps Engineer

    Found in: Whatjobs IN C2 - 2 weeks ago


    Hyderabad,Telangana,Andhra Pradesh, India Techno-Comp Computer Services Pvt Ltd Full time

    - You hold a Bachelor's degree or equivalent;- You have a working knowledge of Maven, Jenkins, and Shell;- You have experience deploying Java applications, JVM tuning, Tomcat;- You have experience with Cloud (AWS or Google cloud), as well as expertise with Linux/Unix systems.- You have been exposed to DEVOPS tools such as Travis CI, GitLabs, Jenkins,...

  • DevOps Engineer

    Found in: Adzuna IN C2 - 1 week ago


    Hyderabad/Telangana/Andhra Pradesh, IN Techno-Comp Computer Services Pvt Ltd Full time

    - You hold a Bachelor's degree or equivalent;- You have a working knowledge of Maven, Jenkins, and Shell;- You have experience deploying Java applications, JVM tuning, Tomcat;- You have experience with Cloud (AWS or Google cloud), as well as expertise with Linux/Unix systems.- You have been exposed to DEVOPS tools such as Travis CI, GitLabs, Jenkins,...

  • Contract to Hire

    1 week ago


    Bengaluru / Bangalore, Hyderabad / Secunderabad, Telangana, India Shell Info Technologies Private Limited Full time

    Work Locations i.e., Hyderabad/ Bangalore/ Mumbai/ Pune/ Gurgaon/ Kolkata/ ChennaiGood to have: Development Experience in code but not mandatoryMust to have all below skills: Looking for candidate who know software development life cycle. (Automation & script for request) Automation on varies process deployed in SDLC (software development life cycle)....


  • Bengaluru / Bangalore, Hyderabad / Secunderabad, Telangana, India Amrit Information Technology Solutions Private Limited Full time

    Job Title: Python DeveloperCompany: Absolute ITLocation: Banglore / Hyderabad (Hybrid Role - Occasional In-Person Meetings)Job Description:Are you a skilled Python developer with a passion for designing and maintaining high-performance backend systems and APIs Do you have a strong grasp of cloud computing, containerization, and database technologies Are you...


  • Hyderabad / Secunderabad, Telangana, India Experian Full time

    Job DescriptionAscend Ops is our cloud solution that allows our clients to test and deploy credit risk models to their production environments, allowing them to change and improve their real-time use cases.As we continue to drive the UK business to the next level with regards to advanced analytics and machine learning, our ability to quickly deliver...


  • Hyderabad / Secunderabad, Telangana, Bengaluru / Bangalore, India Ltimindtree Limited Full time

    Exchange & O365 skills: 1. Hands-on, Level 2-3 experience in Troubleshooting DNS (Both in Public DNS Servers / records and DNS servers in AD environment, standalone DNS servers (Primary, Secondary, Stub zone troubleshooting and Zone Transfers and forwarding)) 2. Hands-on, Level 2-3 experience in Troubleshooting Active Directory (OU; user; groups management,...

  • Contract to Hire

    1 week ago


    Bengaluru / Bangalore, Hyderabad / Secunderabad, Telangana, India Shell Info Technologies Private Limited Full time

    Work Locations i.e., Hyderabad/ Bangalore/ Mumbai/ Pune/ Gurgaon/ Kolkata/ ChennaiRequired Minimum of 7-10 years experience in penetration testing out of which 6 should be in Red Team Deep interest in network protocols, code development and infrastructure Investigative and analytical problem-solving Hands on experience on Phishing Campaign Assessments...


  • Hyderabad / Secunderabad, Telangana, India Experian Full time

    Job DescriptionA Senior Data Integration Engineer provides infrastructure, data integration & data visualisation cloud and on-prem solutions for all Experian BUs. They are responsible for the location, quality, performance, timeliness and all other functional requirements to ensure the right data is in the right place at the right time at the lowest...


  • Hyderabad / Secunderabad, Telangana, India NetSuite Full time

    Oracle, the world leader in Enterprise Cloud, is hiring the most creative technologists in the industry as we continue to add customer-centric, premier, groundbreaking, secure, hyper-scale based solutions throughout all levels of the cloud stack. Oracle's cloud eco-system is the only complete business cloud platform on the planet, with market leading and...