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Aumni - MLOps SRE III

3 months ago

Jersey City, New Jersey, United States JPMorganChase Full time

Job Description
There's nothing more exciting than being at the center of a rapidly growing field in technology and applying your skillsets to drive innovation and modernize the world's most complex and mission-critical systems.
As a Site Reliability Engineer III at JPMorgan Chase within the Technology Infrastructure of Aumni, you will solve complex and broad business problems with simple and straightforward solutions. Through code and cloud infrastructure, you will configure, maintain, monitor, and optimize applications and their associated infrastructure to independently decompose and iteratively improve on existing solutions. You are a significant contributor to your team by sharing your knowledge of end-to-end operations, availability, reliability, and scalability of your application or platform. As MLops Engineer, you will solve complex and broad business problems with simple and straightforward solutions. Through code and cloud infrastructure, you will configure, maintain, monitor, and optimize the models produced by our data science teams and their associated. You are a significant contributor to your team by sharing your knowledge of end-to-end operations, availability, reliability, and scalability in the AI/ML space.
Job responsibilities

  • Guides and assists others in the areas of designing and deploying new AI/ML models in the cloud, gaining consensus from peers where appropriate
  • Designs and implements automated continuous integration and continuous delivery pipelines for the Data Science teams to develop and train AI/ML models
  • Writes and deploys infrastructure as code for the models and pipelines you support
  • Collaborates with technical experts, key stakeholders, and team members to resolve complex technical problems
  • Understands the importance of monitoring and observability in the AI/ML space - i.e. service level indicators and utilizes service level objectives
  • Proactively resolve issues before they impact internal and external stakeholders of deployed models
  • Supports the adoption of MLops best practices within your team

Required qualifications, capabilities, and skills

  • Formal training or certification on site reliability engineering concepts and 3+ years applied experience
  • Understanding of MLops culture and principles and familiarity with how to implement associated concepts at scale
  • Domain knowledge of machine learning applications and technical processes within the AWS ecosystem
  • Experience with infrastructure as code tooling such as Terraform, Cloudformation
  • Experience with container and container orchestration such as ECS, Kubernetes, and Docker
  • Knowledge of continuous integration and continuous delivery tools like Jenkins, GitLab, or Github Actions
  • Proficiency in the following programming languages: Python, Bash
  • Hands-on knowledge of Linux and networking internals
  • Understanding of the different roles served by data engineers, data scientists, machine learning engineers, and system architects, and how MLops contributes to each of these workstreams
  • Ability to identify new technologies and relevant solutions to ensure design constraints are met by the Data Science and Machine Learning teams

Preferred qualifications, capabilities, and skills

  • Experience with Model training and deployment pipelines, managing scoring endpoints
  • Familiarity with observability concepts and telemetry collection using tools such as Datadog, Grafana, Prometheus, Splunk, and others
  • Understanding of data engineering platforms such as Databricks or Snowflake, and machine learning platforms such as AWS Sagemaker
  • Comfortable troubleshooting common containerization technologies and issues
  • Ability to proactively recognize road blocks and demonstrates interest in learning technology that facilitates innovation

About Us
JPMorgan Chase & Co., 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 offer a competitive total rewards package including base salary determined based on the role, experience, skill set, and location. For those in eligible roles, we offer discretionary incentive compensation which may be awarded in recognition of firm performance and individual achievements and contributions. We also offer a range of benefits and programs to meet employee needs, based on eligibility. These benefits include comprehensive health care coverage, on-site health and wellness centers, a retirement savings plan, backup childcare, tuition reimbursement, mental health support, financial coaching and more. Additional details about total compensation and benefits will be provided during the hiring process.
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.
JPMorgan Chase is an Equal Opportunity Employer, including Disability/Veterans
About the Team
The Corporate & Investment Bank is a global leader across investment banking, wholesale payments, markets and securities services. The world's most important corporations, governments and institutions entrust us with their business in more than 100 countries. We provide strategic advice, raise capital, manage risk and extend liquidity in markets around the world.
The Digital team is dedicated to creating innovative, industry-leading products and experiences that help customers access, share and control their financial data so they can make smart decisions with their money. Teams enable innovation while adhering to the firm's data sharing principles of security, customer control and convenience, and privacy.