Additionally, 1 year of experience must include: Generative Artificial Intelligence, Big Data, Object Oriented Programming; LLMs, Transformer Architectures, RAG Pipelines, Prompt Engineering, Fine-Tuning (LoRA, RLHF, PEFT), Embedding Models, Vector Databases, Multi-Modal Models, Agentic AI Frameworks; Databricks, Uncertainty Quantification, BERT Score, HuggingFace, MLflow, Vertex AI, LangChain; BLEU, ROUGE, Validation Report Authoring, Regulatory Communication. Full span of experience must include: Model Risk Management, Artificial Intelligence, Machine Learning, Natural Language Process; Unsupervised Learning, Statistical Data Analysis; Python, R, SQL, PyTorch, TensorFlow, Azure ML, Spark; Statistical Modeling, Hypothesis Testing, Perplexity, Benchmarking (MMLU, TruthfulQA), Sensitivity Analysis, Stress Testing, Back-Testing; Technical Documentation, Stakeholder Engagement, Cross-functional Collaboration, AI Alignment, Bias Detection & Mitigation, Guardrail Implementation, Interpretability.