ML инженер
генерация резюме под вакансию
сопроводительное письмо
описание
EPAM Systems is a global provider of digital engineering, cloud, and AI-enabled transformation services, as well as digital product design and consulting. The company supports a diverse team of professionals across more than 55 countries, focusing on delivering high-quality software solutions and strategic business transformation for clients in various industries.
задачи
- Design and implement LLM-based entity and relationship extraction workflows;
- Develop prompt templates and orchestration logic for Graph RAG;
- Build evaluation frameworks for precision/recall tracking and gold set validation;
- Implement human-in-the-loop review workflows;
- Optimize LLM usage for cost and performance;
- Collaborate with cross-functional teams to align platform features with business goals;
- Integrate vector embeddings and similarity search into platform architecture;
- Ensure robust API development using REST or GraphQL;
- Oversee ETL pipeline development for data ingestion and transformation.
требования
- 4+ Years of experience in ML/AI engineering;
- Hands-on experience with LLM APIs such as OpenAI, Anthropic or AWS Bedrock;
- Strong prompt engineering and LLM orchestration skills;
- Proficiency in Python ML frameworks;
- Skills in embedding models and vector similarity search;
- Knowledge of AWS services including Neptune, Bedrock, OpenSearch, S3 or Lambda;
- Experience with Infrastructure-as-Code using Terraform or CloudFormation;
- Competency in CI/CD automation and Git-based version control;
- Familiarity with Agile or Scrum project management methodologies;
- Nice to have: Experience building RAG (Retrieval-Augmented Generation) systems, knowledge of graph neural networks or knowledge graph embeddings, background in NLP or information extraction, familiarity with LangChain, LlamaIndex or similar frameworks.
условия
- Flexible schedule;
- Necessary equipment provided;
- Opportunity to change projects and technology stacks;
- Access to professional growth programs, including internal training, certification in AWS, GCP, or Azure, and corporate learning platforms;
- Vacation and sick leave;
- Voluntary Medical Insurance programs for employees and family members;
- Support during significant life events and mental health services;
- E-kids programming training program for children;
- Relocation support is available for eligible candidates.
навыки
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