Job Description:Experience3–5 years of industry ML experienceMust-Have SkillsProgrammingStrong hands-on programming skills in Python or R (Python preferred)Ability to write clean, efficient, production-ready codeApplied Machine LearningStrong problem framing skills:Choosing between Supervised, Self-Supervised, or Reinforcement LearningStrong data wrangling & EDA skills, including:Data preparation and labelingFeature engineeringData augmentation techniquesExperience with Weak / Distant Supervision and Pseudo-LabelingModeling (End-to-End)Hands-on experience building models from scratch across:ML vs DL vs RLExperience with:Single modelsEnsemblesMixture of ExpertsStrong understanding of optimization techniques (e.g., SGD) and core ML/DL conceptsTransfer LearningExperience with N-shot / Few-shot learningFine-tuning pre-trained models for downstream tasksML / DL SpecializationProven industry or research experience in at least one of:NLPComputer VisionTime Series ModelingReinforcement LearningFrameworks & LibrariesHands-on experience with TensorFlow or PyTorchProduction & MLOpsExperience deploying ML models into productionModel serving experience using:TFServing, Seldon, or Custom ServingExperience with:Batch, online, and streaming inferenceUnderstanding of performance optimization and scalabilityStrong data engineering basics:Data flow between databases and backend systemsVersion Control & PortfolioStrong Git usageActive GitHub profile with original ML repositoriesGood-to-Have SkillsExperience with MLOps tools:Kubeflow, MLflow, Airflow, SparkMLExperience designing custom ML algorithms (e.g., custom SGD implementations)Experience building custom DNN architecturesKaggle profile with competitive leaderboard rankingsResearch publications as first author in reputed ML conferences/journalsAI / Automation patentsComputer Science / IT academic backgroundStrong foundation in statistics and probabilityExperience running Dockerized workloadsKubernetes exposure (we’re a Kubernetes-first environment)Skills:agentic ai,claims handling,mysql,ai agent,About Company:UST is a global digital transformation solutions provider. For more than 20 years, UST has worked side by side with the world’s best companies to make a real impact through transformation. Powered by technology, inspired by people and led by purpose, UST partners with their clients from design to operation. With deep domain expertise and a future-proof philosophy, UST embeds innovation and agility into their clients’ organizations. With over 30,000 employees in 30 countries, UST builds for boundless impact—touching billions of lives in the process.
