Senior ML Engineer
We are seeking a Senior ML Engineer to join a strategic initiative in the travel sector, focused on building a production-grade Knowledge Graph platform with integrated Retrieval-Augmented Generation (RAG) capabilities.
This role will drive the development of advanced semantic content discovery and relationship modeling solutions, leveraging cutting-edge cloud and ML technologies.
Responsibilities
- 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
Requirements
- 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
Benefits
With us you can:
- Work on a flexible schedule remotely or from any of our comfortable offices or coworking spaces in Ukraine
- Receive the necessary equipment to perform your work tasks
- Change projects and technology stacks within EPAM
- Gain experience in various business domains (Insurance, E-commerce, Healthcare, Finance, Travelling, Media, Artificial Intelligence, and more)
- Relocation opportunities may be available for eligible candidates, depending on the role and openings at other EPAM locations
- Participate in volunteer, charity programs and communities (both technical and interest-based)
We focus on your professional growth:
- You can plan your individual career path together with your manager
- Receive regular feedback from colleagues
- Improve your English for free with certified teachers (Speaking Clubs, client interview preparation courses, etc.)
- Get the opportunity to undergo free training and certification in AWS, GCP, or Azure Clouds
- Use the internal E-learn training program (18,200+ specialized training and mentoring programs)
- Access corporate accounts on LinkedIn Learning, Get Abstract and other partner resources
- Study at EPAM Solution Architecture School with the instructors who are practicing architects
- Develop as a leader, join Delivery Management, Resource Management, Leadership Essentials school and more
- Participate in internal communities (500+ meetups, technical discussions, brainstorming sessions, online events and conferences annually)
What we offer:
- Vacation and sick leave (including a sick leave without a medical certificate)
- A wide range of Voluntary Medical Insurance programs providing both medical treatment and various preventive options (including sports activities)
- Medical insurance for family members at corporate rates
- Company support during significant life events (childbirth or adoption, marriage, etc.)
- Support for psychological comfort: discounts on services from mental health specialists or coaches, thematic training
- E-kids program - a free programming language training program for EPAMers' children