Manasa C

Experience

1. Senior Machine Learning Engineer

   Travelport

   Apr 2022 — Present · US

   Conducted exploratory data analysis (EDA) and feature selection to understand data distributions, identifypatterns, and extract meaningful features for model training. Collaborated with cross-functional teams including data scientists, software engineers, and domain experts todefine project objectives, gather requirements, and prioritize tasks. Implemented machine learning algorithms for real-time inference and decision-making in productionenvironments using scalable and efficient architectures. Integrated machine learning models into web applications, APIs, and cloud-based platforms to enable interactiveuser experiences and data-driven insights. Evaluated and adopted emerging technologies and frameworks to stay current with industry trends andcontinuously improve model performance and efficiency. Conducted A/B testing and performance monitoring to validate model performance, identify issues, and iterateon improvements. Documented model architectures, algorithms, and implementation details to facilitate knowledge sharing,collaboration, and reproducibility. Participated in code reviews, pair programming sessions, and technical discussions to maintain code quality,consistency, and best practices. Designed and implemented infrastructure as code using Terraform to provision and manage AWS resources formachine learning pipelines. Automated deployment and scaling of machine learning infrastructure on AWS using Terraform modules andtemplates. Orchestrated complex AWS architectures with Terraform, including VPCs, EC2 instances, S3 buckets, IAM roles,and security groups. Utilized Terraform state management to maintain consistency and track changes in infrastructure configurations. Integrated Terraform with version control systems like Git for collaborative development and continuousintegration/continuous deployment (CI/CD).