Job Description
As a Senior Data Scientist Associate at JPMorgan Chase within the Asset and Wealth Management Technology team, your role will be instrumental in transforming the operating model for the Wealth Management business through state-of-the-art Language Modelling projects. Your primary responsibilities will include prompt engineering for Large Language Models (LLMs), and aiding in the development and deployment of prompt-based models for various Natural Language Processing tasks such as text classification, question answering, and language generation. You will have the opportunity to work with a vast array of financial and market data, including unique datasets, to shape the experiences of our clients and employees worldwide. As part of a world-class analytics community, you will have ample opportunities for skill development and career growth in analytics, data science, machine learning, and beyond.
Job Responsibilities
- Design, deploy and manage prompt-based models on LLMs for various NLP tasks in the financial services domain
- Conduct research on prompt engineering techniques to improve the performance of prompt-based models within the financial services field
- Collaborate with cross-functional teams to identify requirements and develop solutions to meet business needs within the organization
- Effectively communicate technical concepts to both technical and non-technical stakeholders
- Build and maintain data pipelines and data processing workflows for prompt engineering on LLMs
- Develop and maintain tools and framework for prompt-based model training, evaluation and optimization
- Analyze and interpret data to evaluate model performance to identify areas of improvement
Required qualifications, capabilities, and skills
- Formal training or certification on software engineering concepts and 5+ years applied experience
- Experience in NLP and deep learning with recent exposure on prompt engineering on LLMs
- Experience with prompt design and implementation or chatbot application
- Programming skills in Python with experience in PyTorch or TensorFlow
- Thorough knowledge of deep learning concepts, including attention mechanisms, transformers, and language modelling
- Experience in data pre-processing, feature engineering, and data analysis
- Excellent problem-solving and the ability to communicate ideas and results to stakeholders and leadership in a clear and concise manner
- Basic knowledge of deployment processes, including experience with GIT and version control systems for efficient collaboration and code management in MLOps projects
- Familiarity with data structures and algorithms, enabling effective problem-solving and optimization in machine learning workflows
- Hands on experience with MLOps tools and practices, ensuring seamless integration of machine learning models into production environments
- Understanding of the software development lifecycle, with a focus on incorporating machine learning components and adhering to best practices in version control and code quality
Preferred qualifications, capabilities, and skills
- Master's or PhD in Computer Science, Data Science or related field
- Experience in developing and deploying production-grade NLP models in the financial services industry
- Familiarity with machine learning frameworks like scikit-learn and Keras
- Experience in developing APIs and integrating NLP models into software applications
About Us
JPMorganChase, one of the oldest financial institutions, offers innovative financial solutions to millions of consumers, small businesses and many of the world's most prominent corporate, institutional and government clients under the J.P. Morgan and Chase brands. Our history spans over 200 years and today we are a leader in investment banking, consumer and small business banking, commercial banking, financial transaction processing and asset management.
We recognize that our people are our strength and the diverse talents they bring to our global workforce are directly linked to our success. We are an equal opportunity employer and place a high value on diversity and inclusion at our company. We do not discriminate on the basis of any protected attribute, including race, religion, color, national origin, gender, sexual orientation, gender identity, gender expression, age, marital or veteran status, pregnancy or disability, or any other basis protected under applicable law. We also make reasonable accommodations for applicants' and employees' religious practices and beliefs, as well as mental health or physical disability needs. Visit our FAQs for more information about requesting an accommodation.
About the Team
J.P. Morgan Asset & Wealth Management delivers industry-leading investment management and private banking solutions. Asset Management provides individuals, advisors and institutions with strategies and expertise that span the full spectrum of asset classes through our global network of investment professionals. Wealth Management helps individuals, families and foundations take a more intentional approach to their wealth or finances to better define, focus and realize their goals.
