NLP and LLM Research Scientist
4 weeks ago
NLP and LLM Research Scientist - Lead in Applied AI
The Machine Learning Center of Excellence at J.P. Morgan Chase Bank seeks a talented individual to apply advanced machine learning techniques to a diverse array of intricate challenges, encompassing natural language processing, speech analytics, time series analysis, reinforcement learning, and recommendation systems.
The ideal candidate will thrive in a collaborative atmosphere, working closely with business units, technology experts, and compliance partners to implement solutions effectively. A strong enthusiasm for machine learning, along with a commitment to continuous learning, research, and experimentation in emerging technologies, is essential. Candidates should possess substantial expertise in Deep Learning, practical implementation experience, and strong analytical capabilities, coupled with a deep-seated motivation to excel.
Key Responsibilities
- Investigate and assess innovative machine learning methodologies through self-directed study, participation in leading industry conferences, experimentation, and engagement in our knowledge-sharing community.
- Design and develop cutting-edge machine learning models to address real-world challenges, applying them to tasks such as NLP, speech recognition, time-series forecasting, and recommendation systems.
- Collaborate with various partner teams, including Business, Technology, Product Management, Legal, Compliance, Strategy, and Business Management, to ensure successful deployment of solutions.
- Lead firm-wide initiatives by constructing extensive frameworks to expedite the application of machine learning models across multiple business sectors.
- Strong foundation in NLP, speech recognition, analytics, and personalization/recommendation, along with hands-on experience and a solid grasp of machine learning and deep learning methodologies.
- PhD in a quantitative field such as Computer Science, Electrical Engineering, Mathematics, Operations Research, Optimization, or Data Science, or an MS with significant industry or research experience.
- Proficient in machine learning and deep learning toolkits (e.g., TensorFlow, PyTorch, NumPy, Scikit-Learn, Pandas).
- Ability to design experiments and training frameworks, and to define and assess metrics for model performance aligned with business objectives.
- Experience with large-scale data and scalable model training, along with strong communication skills to convey technical concepts and results to both technical and non-technical audiences.
- Exhibit scientific reasoning with the capacity to innovate and work both independently and collaboratively in team settings.
- Detail-oriented, curious, and driven by complex analytical challenges.
- Solid background in Mathematics and Statistics, with familiarity in the financial services sector and continuous integration practices.
- Knowledge of search/ranking, Reinforcement Learning, or Meta Learning.
- Experience with A/B testing and data-driven product development, cloud-native deployment in large-scale distributed environments, and the ability to develop and troubleshoot production-quality code.
- Published research in Machine Learning, Deep Learning, or Reinforcement Learning in reputable conferences or journals.
The Machine Learning Center of Excellence (MCLOE) collaborates across the organization to develop and disseminate Machine Learning Solutions for our most pressing business challenges. In this role, you will engage with a multidisciplinary team of experts focused solely on Machine Learning, utilizing state-of-the-art techniques in areas such as Deep Learning and Reinforcement Learning.
About J.P. Morgan
J.P. Morgan is a leading global financial services firm, providing strategic guidance and products to prominent corporations, governments, affluent individuals, and institutional investors. Our commitment to excellence in client service drives our operations, fostering trusted, long-term partnerships to help clients achieve their business goals.
We value our workforce's diverse talents, recognizing that they are integral to our success. We are an equal opportunity employer, emphasizing diversity and inclusion within our organization. We do not discriminate based on any protected attribute and provide reasonable accommodations for applicants' and employees' needs.
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