We are looking for experienced and proficient AI/ML Lead Analyst who are passionate about solving business problems through innovation and engineering practices. This role will be responsible for writing code, pairing with other developers as appropriate, decomposing acceptance criteria to understand team backlog deliverables, complexities, and risk, while working as a strong contributor on an agile team.
TheAI/ML Lead Analystis an intermediate level position responsible for participation in the establishment and implementation of new or revised application systems and programs in coordination with the Technology team. The objective of this role is of exploring, developing, testing, deploying, enhancing, and maintaining machine learning and artificial intelligence capabilities integrated with Sanctions Screening and Workflow management systems.
Key Responsibilities:
Design & implement feature engineering utilities for better representation of data and analytics workflow handle model training, optimization & development lifecycle
Design & develop data pipelines needed for model ingestion & training
Enhance existing AI/ML capabilities through ideation, exploration, testing, prioritization, and implementation
Conduct training and evaluate different algorithms including RF, Decision Trees, SVM, XGBoost, Naive Bayes and Neural Networks like LSTM, CNN etc.
Fine-tune pre trained LLMs on domain specific datasets to improve performance on targeted tasks.
Perform analytics on AI/ML capabilities usage to understand trends, patterns, and pain points and implement a sustainable feedback loop to ensure positive, continually improving user experiences.
Explain the analysis of results in a methodical, analytical, visually-appealing manner
Assess current capabilities and chart a path for continuous improvement of the AI/ML capabilities value and impact
Prepare, manage, and maintain model risk management (MRM) documentation on model performance and accuracy
Apply strong project management skills to develop project plans, timelines, milestones, and demonstrate progress toward objectives
Utilize excellent communication skills to ideate, educate, and present internally, often at senior levels (across functions); expected to communicate with external parties
Help shape the direction of machine learning and artificial intelligence capabilities in Screening workflow process
Drive tool innovations based on stakeholder needs, including adoption of new technologies and techniques
Implement and evaluate different preprocessing, feature extraction, prepare text for model training.
Qualifications:
4-6 years' experience in AI, machine learning, and model development and deployment
3+ years' experience working with different algorithms including RF, Decision Trees, SVM, XGBoost, Naive Bayes and Neural Networks like LSTM, CNN, RNN etc
Solid understanding of data structures and data models
Experiment with multiple prompts to guide the behavior and output of LLMs of specific tasks.
5+ Experience in analytics, reporting, and visualization for the analysis and presentation of results.
Experience in implementing Large Language models such as BERT, Flan T5, Llama and Mistral for various NLP tasks, text generation and classification.
Analytics, AI, machine learning, natural language processing (NLP), natural language understanding (NLU), large language models (LLMs)
Design of AI/ML model performance metrics and optimization
Intermediate to Advanced level Python coding
Advanced SQL
Preferences:
Possess an innovative, forward-looking, and imaginative mindset to continually reach for new horizons in innovation.
Demonstrable experience working with stakeholders and exceeding their expectations
Positive attitude and a change-driven andchange-oriented outlook
Adept at developing new ideas and improving current processes
Consider broad implications of decisions to different functions and units
Ability to thrive in a fast-paced, results-oriented environment
Familiarity with Financial Services industry and/or auditing a plus
Excellent communication and interpersonal skills, with ability to develop strong working relationships and foster team collaboration
Possess excellent writing skills to deliver clear and concise messages, able to articulate complex concepts
Agile and waterfall project management methodologies; JIRA a plus
Education:
Bachelor's degree/University degree or equivalent experience
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Job Family Group:
Technology------------------------------------------------------
Job Family:
Applications Development------------------------------------------------------
Time Type:
Full time------------------------------------------------------
Primary Location:
Tampa Florida United States------------------------------------------------------
Primary Location Full Time Salary Range:
$96,960.00 - $145,440.00
In addition to salary, Citi's offerings may also include, for eligible employees, discretionary and formulaic incentive and retention awards. Citi offers competitive employee benefits, including: medical, dental & vision coverage; 401(k); life, accident, and disability insurance; and wellness programs. Citi also offers paid time off packages, including planned time off (vacation), unplanned time off (sick leave), and paid holidays. For additional information regarding Citi employee benefits, please visit citibenefits.com. Available offerings may vary by jurisdiction, job level, and date of hire.
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Anticipated Posting Close Date:
Sep 24, 2024------------------------------------------------------
Citi is an equal opportunity and affirmative action employer.
Qualified applicants will receive consideration without regard to their race, color, religion, sex, sexual orientation, gender identity, national origin, disability, or status as a protected veteran.
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