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职位Citigroup

Senior GenAI Specialist / AI Engineer - Assistant Vice President

Citigroup

Senior GenAI Specialist / AI Engineer - Assistant Vice President

Citigroup

MISSISSAUGA, Ontario, Canada

·

On-site

·

Full-time

·

2mo ago

薪酬

$94,300 - $141,500

福利待遇

Healthcare

401(k)

必备技能

Python

Machine Learning

Generative AI

LLMs

Prompt Engineering

RAG

Docker

Kubernetes

AWS

Azure

GCP

Role Overview

We are seeking a highly skilled and passionate Senior GenAI Specialist to join our team in Mississauga, Canada. You will play a key role in designing, developing, and implementing cutting-edge Generative AI (GenAI) solutions, including exploring and applying advanced concepts like Agentic AI, within our financial operations. This role offers a challenging opportunity to contribute to impactful projects, leveraging deep technical expertise in GenAI, LLMs, RAG pipelines, vector databases, chatbot development, and related technologies. You will collaborate with engineers and stakeholders and drive innovation by applying GenAI to solve complex financial problems.

Responsibilities

  • Design, develop, and implement GenAI solutions for various financial applications, including personalized recommendations, risk assessment, fraud detection, and automated reporting. Explore and experiment with advanced GenAI concepts like Agentic AI.

  • Design and implement intelligent chatbots.

  • Process and analyze large datasets of structured and unstructured financial data.

  • Architect and implement efficient RAG pipelines, leveraging tools like Llama Index and Lang Chain.

  • Develop and refine advanced prompting strategies for LLMs.

  • Test, evaluate, and analyze the performance of LLM and other GenAI models.

  • Collaborate closely with engineering teams to deploy and maintain GenAI models in production environments, including containerization, CI/CD pipelines, and cloud infrastructure management.

  • Communicate effectively with business stakeholders.

  • Stay up-to-date with the latest advancements in GenAI research and development, including areas like Agentic AI.

Required Skills and Qualifications

  • 5 years of experience in AI/ML development, with a proven track record of building and deploying sophisticated GenAI applications.

  • Deep understanding of GenAI models and architectures, including transformers, LLMs (e.g., Llama, Gemini, GPT-4), GANs, and diffusion models. Familiarity with Agentic AI concepts.

  • Extensive experience with prompt engineering, fine-tuning LLMs, and evaluating their performance.

  • Expert-level Python programming skills and proficiency with relevant libraries (e.g., Transformers, Lang Chain, Tensor Flow, Py Torch, Pandas, Num Py, Scikit-learn, Flask/Django, Llama Index).

  • Experience with vector databases (e.g., Pinecone, Weaviate, Chroma, Faiss, PostgreSQL with vector extensions) and implementing RAG pipelines using tools like Llama Index and Lang Chain.

  • Strong software engineering skills, including containerization (Docker, Kubernetes), CI/CD pipelines, and cloud infrastructure management (AWS, Azure, GCP).

  • Strong analytical, problem-solving, and communication skills.

  • Experience with MLOps principles and tools.

  • Excellent collaboration skills.

Preferred Qualifications

  • Experience with financial data and applications, particularly in areas like fraud detection, risk management, or personalized financial advice.

  • Strong understanding of financial markets and instruments.

  • Familiarity with chatbot development frameworks and best practices, including conversational AI design and natural language understanding (NLU).

  • Experience leading or contributing to complex data science or AI/ML projects in a fast-paced environment.

  • Publications or presentations at conferences related to AI/ML or GenAI.

  • Experience with data visualization and reporting tools (e.g., Tableau, Power BI, matplotlib, seaborn).

  • Experience with SQL and NoSQL databases.

  • Master's degree or PhD in Computer Science, Engineering, Statistics, or a related field.

Technology Stack

  • Programming Languages: Python (expert proficiency required), SQL

  • Python Packages: Transformers, Lang Chain, Llama Index, Tensor Flow, Py Torch, Pandas, Num Py, Scikit-learn, Flask/Django, and other relevant data science, machine learning, and web development libraries.

  • Deep Learning Frameworks: Tensor Flow, Py Torch

  • LLMs: Llama, Gemini, GPT-4, and other advanced LLMs.

  • Vector Databases: Pinecone, Weaviate, Chroma, Faiss, PostgreSQL with vector extensions (pgvector).

  • Cloud Platforms: AWS, Azure, GCP

  • MLOps Tools: MLflow, Kubeflow, or similar.

  • Containerization: Docker, Kubernetes

  • CI/CD Tools: GitHub Actions, Jenkins, or similar.

  • Version Control: Git

  • Data Visualization & Reporting: Tableau, Power BI, matplotlib, seaborn.

  • Databases: SQL and NoSQL databases.

Job Family Group:

Technology

Job Family:

Applications Development

Time Type:

Full time

Primary Location Full Time Salary Range:

$94,300.00 - $141,500.00

Most Relevant Skills

Please see the requirements listed above.

Other Relevant Skills

For complementary skills, please see above and/or contact the recruiter.

Automated Processing and AI

We use automated processing, including artificial intelligence, for our legitimate business interests (or our reasonable and appropriate business purposes) to identify and align the candidate's skills and abilities with a specific job opening. Additionally, if you so choose, or consent, we can match your skills and abilities to other suitable roles at Citi.

Importantly, all our hiring processes and decisions, including determining your suitability for a role, are conducted, checked, and decided by individuals. Our automated processing and AI do not involve relying on automatic or autonomous decision-making. Please refer to any Jurisdictional Considerations, with specific provisions for your country (where relevant) for further details.

This job opening is for an existing job vacancy.

Citi is an equal opportunity employer, and qualified candidates will receive consideration without regard to their race, color, religion, sex, sexual orientation, gender identity, national origin, disability, status as a protected veteran, or any other characteristic protected by law.

*If you are a person with a disability and need a reasonable accommodation to use our search tools and/or apply for a career opportunity review *Accessibility at Citi.

View Citi’s EEO Policy Statement and the Know Your Rights poster.

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关于Citigroup

Citigroup

Citigroup

Public

Citigroup Inc. or Citi is an American multinational investment bank and financial services company based in New York City. The company was formed in 1998 by the merger of Citicorp, the bank holding company for Citibank, and Travelers; Travelers was spun off from the company in 2002.

10,001+

员工数

New York City

总部位置

$86B

企业估值

评价

3.7

10条评价

工作生活平衡

4.0

薪酬

2.8

企业文化

4.2

职业发展

3.5

管理层

3.3

68%

推荐给朋友

优点

Good work-life balance

Supportive management and colleagues

Good benefits

缺点

Low/uncompetitive salary and pay

Poor management and lack of direction

Heavy workload and long hours

薪资范围

38个数据点

Mid/L4

Senior/L5

Mid/L4 · BUSINESS ANALYTICS SENIOR ANALYST

3份报告

$117,000

年薪总额

基本工资

$120,800

股票

-

奖金

-

$117,000

$117,000

面试经验

3次面试

难度

3.3

/ 5

时长

14-28周

体验

正面 0%

中性 33%

负面 67%

面试流程

1

Application Review

2

HR Screen

3

Technical Assessment

4

Hiring Manager Interview

5

Final Round Interview

6

Offer Decision

常见问题

Technical Knowledge

Behavioral/STAR

Past Experience

Problem Solving

Culture Fit