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vaish1707/readme.MD

Vaishnavi - MLOPS Engineer

About Me

I'm a highly skilled and experienced MLOPS Engineer with a passion for building and deploying machine learning models. I have a strong background in full stack development, with a focus on frontend development using React JS, HTML5, CSS3, and StyledComponents. I'm also proficient in backend technologies such as Python, Golang, and NODEJS. I have a deep understanding of CI/CD and web server technology, and I'm experienced in deploying applications with production-grade configurations on cloud platforms such as AWS and Cloudfoundry.

Technical Skills

  • Frontend Development: React JS, HTML5, CSS3, StyledComponents

  • Backend Development: Python, Golang, NODEJS

  • CI/CD and Web Servers: Concourse, Jenkins, Kubernetes, shell scripting, terraform, cloud formation, makefile

  • MLOPS: Ray, MLflow, Kubeflow, Kubernetes, DataBricks

  • Observability: Jaeger, prometheus, thanos, grafana

  • Machine Learning: LSTM for time series analysis, random forest for anomaly detection

Education

  • Master's Degree in Data Science, BITS Pilani
  • Machine Learning Specialization Certification, Coursera

Projects

  • Developed a system for RCA using traces of different microservices and representing them in the form of a DAG. Used LSTM for time series analysis and random forest for anomaly detection.

  • Built a production-ready platform with end-to-end observability through distributed tracing using Jaeger, prometheus, thanos, and grafana.

Experience

  • MLOPS Engineer, Comcast International, Feb 2017-Present
  • Full Stack Developer, Syntel, July 2014 - Jan 2017

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