Applied AI ML Lead - DocAI

慨正橡扯; Greater London; On-site; GBP 120,000 - 170,000; Full time

Job summary

J.P. Morgan is seeking an Applied AI / ML Lead – Vice President, Machine Learning Engineer, to unite cutting-edge AI with the firm's data assets to optimize business decisions and automate processes.

You will lead in NLP or Computer Vision, design scalable ML services, and work across cloud and SRE teams on production architectures, with a path toward management depending on experience.

Qualifications

• Hands-on experience in an ML engineering role.
• Masters degree or PhD in a quantitative discipline (e.g., CS, Math, Stats).
• Track record of developing and deploying business-critical ML models.
• Broad knowledge of MLOps tooling for versioning, reproducibility, observability.
• Experience monitoring, maintaining, and improving models over time.
• Specialism in NLP or Computer Vision.
• Solid understanding of statistics, optimization, and ML theory; familiarity with transformers/CNNs.
• Proficient in PyTorch, NumPy, Pandas.
• Experience implementing distributed/multi-threaded/s scalable applications (Ray, Horovod, DeepSpeed).
• Able to communicate technical concepts clearly and build trust with stakeholders.

Responsibilities

• Build scalable Data Science capabilities across multiple business use cases.
• Collaborate with software engineering to deploy ML services integrated with strategic systems.
• Research and analyze datasets using statistical and ML techniques.
• Communicate AI capabilities and results to technical and non-technical audiences.
• Document approaches and processes to comply with industry regulations.
• Collaborate with cloud and SRE teams on production architectures.

Skills

ML engineering

NLP

Computer Vision

Statistics

ML theory

PyTorch

NumPy

Pandas

Distributed systems

Communication

Education

Master's degree

PhD in quantitative discipline

Tools

Ray

Horovod

DeepSpeed

Job description

JOB DESCRIPTION

Take a technical leadership position within JPMorgan's Commercial & Investment Bank, where you'll harness cutting-edge AI techniques to revolutionize business decisions and automate processes.

As an Applied AI / ML Lead â Vice President - Machine Learning Engineer in the Applied AI ML team at JPMorgan Commercial & Investment Bank, you will be at the forefront of combining cutting-edge AI techniques with the company's unique data assets to optimize business decisions and automate processes. You will have the opportunity to advance the state-of-the-art in AI as applied to financial services, leveraging the latest research from fields of Natural Language Processing, Computer Vision, and statistical machine learning. You will be instrumental in building products that automate processes, help experts prioritize their time, and make better decisions. We have a growing portfolio of AIâpowered products and services and increasing opportunity for re-use of foundational components through careful design of libraries and services to be leveraged across the team. This role offers a unique blend of scientific research and software engineering, requiring a deep understanding of both mindsets. The role is initially that of an individual contributor, though there will be optional opportunity for management responsibility dependent on the candidateâs experience.

Job responsibilities

• Build robust Data Science capabilities which can be scaled across multiple business use cases
• Collaborate with software engineering team to design and deploy Machine Learning services that can be integrated with strategic systems
• Research and analyse data sets using a variety of statistical and machine learning techniques
• Communicate AI capabilities and results to both technical and non-technical audiences
• Document approaches taken, techniques used and processes followed to comply with industry regulation
• Collaborate closely with cloud and SRE teams while taking a leading role in the design and delivery of the production architectures for our solutions

Required qualifications, capabilities, and skills

• Hands on experience in an ML engineering role
• Masters degree or PhD in a quantitative discipline, e.g. Computer Science, Mathematics, Statistics
• Track record of developing, deploying business critical machine learning models
• Broad knowledge of MLOps tooling â for versioning, reproducibility, observability etc
• Experience monitoring, maintaining, enhancing existing models over an extended time period
• Specialism in NLP or Computer Vision
• Solid understanding of fundamentals of statistics, optimization and ML theory. Familiarity with popular deep learning architectures (transformers, CNN, autoencoders etc.)
• Extensive experience with pytorch, numpy, pandas
• Hands-on experience in implementing distributed/multi-threaded/scalable applications (incl. frameworks such as Ray, Horovod, DeepSpeed, etc.)
• Able to communicate technical information and ideas at all levels; convey information clearly and create trust with stakeholders.

Preferred qualifications, capabilities, and skills

• Experience designing/ implementing pipelines using DAGs (e.g. Kubeflow, DVC, Ray)
• Experience of big data technologies (e.g. Spark, Hadoop)
• Have constructed batch and streaming microservices exposed as REST/gRPC endpoints
• Familiarity with GraphQL

#CIBAppliedAI

ABOUT US

J.P. Morgan is a global leader in financial services, providing strategic advice and products to the worldâs most prominent corporations, governments, wealthy individuals and institutional investors. Our first-class business in a first-class way approach to serving clients drives everything we do. We strive to build trusted, long-term partnerships to help our clients achieve their business objectives.

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 applicantsâ and employeesâ religious practices and beliefs, as well as mental health or physical disability needs. Visit our

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ABOUT THE TEAM

J.P. Morganâs Commercial & Investment Bank is a global leader across banking, markets, securities services and payments. Corporations, governments and institutions throughout the world entrust us with their business in more than 100 countries. The Commercial & Investment Bank provides strategic advice, raises capital, manages risk and extends liquidity in markets around the world.