EPAM Systems
2 months ago
Lead Python Developer (AI, LLM)
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Company information
- Company
- EPAM Systems
- Location
- Ukraine Ukraine
- Posted
- 2 months ago
Job description
We are seeking a highly skilled Lead Python Developer to spearhead the implementation of a sophisticated chatbot using LangChain or LlamaIndex, with a strong emphasis on leveraging Large Language Models (LLMs) and Retrieval-Augmented Generation (RAG).
The ideal candidate will have extensive experience in Python and a deep understanding of tools, embedding strategies, semantic search, vector search, and vector databases. Additionally, the role involves working on various spikes, POCs, and research-oriented tasks.
Responsibilities
- Lead the development of chatbot solutions using LangChain or LlamaIndex with a focus on LLMs and RAG
- Research and implement embedding strategies, semantic search, and vector search to enhance system performance
- Design, develop, and maintain robust Python applications, ensuring adherence to best coding practices
- Collaborate across teams to conduct spikes and build proof-of-concepts (PoCs) for innovative AI functionalities
- Develop and integrate vector database solutions such as Pinecone, Faiss, or similar
- Optimize application performance, ensuring scalability and efficiency in AI-driven systems
- Implement error handling, logging mechanisms, and monitoring using OpenTelemetry
- Maintain and support the .NET components of the application, including MS Teams bot integrations and other services
- Conduct architectural reviews and provide technical leadership on AI-related initiatives
- Ensure compliance with software lifecycle processes, assisting with code reviews and testing frameworks
Requirements
- 5+ years of experience in Python programming, with a focus on developing complex applications
- 1+ years of leadership experience in relevant roles
- Deep understanding and hands-on experience with Large Language Models and Retrieval-Augmented Generation techniques
- Proven experience with LangChain or LlamaIndex for chatbot development
- Strong knowledge of embedding strategies, semantic search, and vector search methodologies
- Proficiency in working with vector databases such as Pinecone, Faiss, or similar
- Experience in implementing tracing and monitoring using OpenTelemetry
- Expertise in designing robust error-handling and logging mechanisms
- Commitment to writing clean, maintainable, and scalable code, with a strong understanding of software development best practices
- Residence in Ukraine (remote work is eligible only for candidates based in Ukraine)
Nice to have
- Knowledge of Microsoft Azure
Required skills
- ai
- python
- llm
- vector databases
- .net
- microsoft azure
- code reviews
- large language models
- rag
- llamaindex
- software lifecycle
- langchain
- lead developer
- proof-of-concept
- testing frameworks
- opentelemetry
- faiss
- pinecone
- retrieval-augmented generation
- poc
- semantic search
- vector search
- embedding strategies
- ms teams bot
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