AI/ML Architect

13 hours ago


Tampa, Florida, United States Citigroup Full time
Job Title: AI/ML Manager

Citigroup is seeking a highly skilled and experienced AI/ML Manager to lead the development and deployment of advanced AI/ML solutions in the Financial Planning & Analysis (FP&A) organization.

Key Responsibilities:
  • Design and implement AI/ML architecture to support FP&A business functions, focusing on scalability, efficiency, and robustness.
  • Build and optimize data pipelines to support AI/ML initiatives, collaborating with engineering teams to develop end-to-end solutions.
  • Assemble and manage a cross-functional team, including data scientists, engineers, and UI/UX professionals, to execute AI/ML projects from concept to production.
  • Oversee the expansion and enhancement of our chatbot capabilities, utilizing large language models (LLMs) for querying structured and unstructured data.
  • Develop and implement AI-driven anomaly detection systems to monitor and identify irregularities in both structured financial data and unstructured information sources.
  • Manage the deployment of AI/ML solutions, including setting up internal GPUs, leveraging internal frameworks like R2D2 and Stellar, and ensuring the infrastructure is optimized for performance and cost-efficiency.
  • Utilize cutting-edge technologies such as H2O, open-source LLMs, Document Processing Tools, RAG pipeline, Vector Databases such as ChromDB, PostgreSQL, and other Python libraries to build robust AI/ML models.
  • Work closely with stakeholders across the organization to understand business needs and translate them into AI/ML solutions, communicating complex technical concepts to non-technical audiences effectively.
Requirements:
  • 10+ years of experience in Finance projects, with a strong focus on strategic architecture and AI/ML solutions deployment in the finance domain.
  • Hands-on experience with LLMs (commercial and open source) such as Mixtral/Llama3/Gemini, LangChain, Llama Index, RAG pipeline, Embedding Models, Re-Ranker Models, and Vector Databases such as ChromDB, PostgreSQL.
  • Experience in leading AI/ML Finance projects, particularly in developing chatbots for querying Finance both structured/unstructured and implementing anomaly detection use cases.
  • Experience with setting up internal GPUs, R2D2, Stellar, H2O, and other proprietary frameworks.
  • Strong leadership and team management skills, with the ability to mentor and guide technical teams.
  • Proficiency in Python, machine learning frameworks (e.g., TensorFlow, PyTorch), and data engineering tools.
  • Excellent communication and collaboration skills, with the ability to work effectively across business and technical teams.
Additional Qualifications:
  • Bachelor's degree with real-world experience.
  • Will also consider previous projects or practical work done in the AI/ML space, especially in the Finance industry.
  • PMP Certification is a plus.
  • Certifications in AI/ML space are a plus.


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