•5+ years of total experience

Strong programming skills in Python, and familiarity with libraries like Transformers,Pandas, scikit-learn, Seaborn,LangChain, LlamaIndex, PyTorch, or TensorFlow.

• Experience building applications with OpenAI, Anthropic Claude, Google Gemini, or opensource LLMs.

• Working knowledge of retrieval-augmented generation (RAG) pipelines and vector databases.

• Understanding of MLOps, model evaluation, prompt tuning, and deployment pipelines.

• Build and tune LLM-based applications using platforms like Vertex, GPT, Lamma, Hugging Face, etc.

• Create robust prompt engineering strategies and reusable prompt templates.

• Integrate generative AI with enterprise applications using APIs, knowledge graphs, vector

databases (, PG Vector, Neo4j, Mongodb), and orchestration tools.

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