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Machine Learning Data Engineer
- New York, New York, United States
- New York, New York, United States
À propos
As part of developing these systems, you will work with manufacturing data, including real-time sensor readings and measurements; context about this data collected from external systems; outcomes such as quality/cost/yield; and knowledge about the process from structured and unstructured sources. You will be expected to build systems and models that can learn from these high dimensional and heterogeneous timeseries datasets, and that can be adaptive to changing process conditions and explicit and implicit feedback. You will work with the latest techniques from deep learning, AI for timeseries, reinforcement learning, and recommendation systems to enable the applications.
You will work closely with Oden’s Product team to build these systems as foundations for our product, and are expected to participate in the end-to-end engineering, carrying projects from conceptualization to development to deployment. You will also work closely with our customer success teams to develop an understanding of the process and deliver and validate results in production environments.
Responsibilities
Developing and maintaining systems that manage the full ML lifecycle - from data preparation and model training to deployment and monitoring.
Working with our data scientists to create and deploy ML/AI models, algorithms, representations and methods that capture properties of complex manufacturing processes
Enable applications of these models to different problems for prediction, optimization, and monitoring and alerting.
Working with the engineering, product and customer success teams to Implement and deploy solutions
Validating results in real-world deployments with our customers
Generalizing solutions and innovating to create the next generation of product features
Engaging with the technical community to present results externally, keep up to date on recent advances, and advance the state of the art
Preferred Experience
3-5 years professional experience as an ML Engineer/Data Engineer and advanced degrees (M.S. or PhD. in Machine Learning, Distributed Systems, Computer Science with ML/AI focus, or related fields)
Proficient with distributed data processing systems e.g. Apache Beam/Dataflow, Apache Spark
Proficient with ML workflows and tools - including open source tools like MLFlow, cloud platforms like Vertex or Sagemaker
Proficient with Python, including most common ML and Optimization libraries
Experience with SQL and GCP is a plus.
Experience with designing, building and deploying performant ML products
Familiarity with unstructured data and Generative AI - especially around enterprise applications is a plus.
Enthusiasm to own projects end-to-end; from experimentation to customer delivery
This person should be based in the New York metro-area and willing to come to an office at least a several times a month
We anticipate the base salary band for this role will be between $120,000 and $190,000, in addition to equity and benefits. This role may be hired at the L3 Engineer level ($120,000 to $170,000) or the Senior ML Engineer level ($140,000 to $190,000). The salary at offer will be determined by factors such as the candidate’s experience, knowledge, skills, and abilities, as well as internal equity among our team.
At this time, we cannot offer visa sponsorship. Candidates must be authorized to work in the United States without current or future employer sponsorship.
We’re an equal opportunity employer (EOE). Diversity at Oden means building a team that is rich across all boundaries of race, ethnicity, gender identification, sexual orientation, disability, religion, age and thinking style. We welcome all backgrounds, life experiences, and worldviews as these are the catalyst for the rapid evolution of our product and our organization. Diversity allows us to tackle new challenges, embrace change, make well-informed decisions, and ultimately Make Things Better. In alignment with our “People First” company value, Oden has a passionate internal team dedicated to the promotion of diversity and inclusion initiatives as a core component of our culture. Our diversity initiatives apply to our practices and policies on recruiting, compensation and benefits; professional development; promotions; social activities and the ongoing development of a psychologically safe work environment. #J-18808-Ljbffr
Compétences linguistiques
- English
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