Must HaveStrong programming skills in languages such as Python| java| or C++. Experience with cloud platforms (AWS| GCP| and Azure) and MLOps tools.Core Machine Learning and AI Skills with 2 + years of hands-on experience in model development and optimization| with knowledge of advance ML techniques. Hands-on experience with frameworks like Hugging Face Transformers| LangChain| or OpenAI APIsNatural Language Processing (NLP): strong understand of NLP tasks such as entity recognition| summarization| text classification.Skills in evaluating LLM performance using metrics