Houghton Mifflin Harcourt · 5 hours ago
Machine Learning Engineer
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ContentE-Learning
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Responsibilities
Manage, maintain, scale, and improve machine learning models already running in production environments.
Design, test, and deploy models to production, initially as a prototype, and then as an API that can serve predictions for end users.
Design, run, and evaluate machine learning tests and experiments.
Optimize machine learning models according to how they behave in production.
Use CI/CD processes throughout the model development lifecycle to develop higher quality code and models without disruption to production.
Provide technical support to data and product teams, helping relevant parties use and understand machine learning systems and datasets.
Qualification
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Required
Masters or Ph.D. in computer science, engineering, or quantitative field.
5+ years of hands-on experience in machine learning or data science.
Commercial experience in MLOps e.g., SageMaker, MLflow, Kubeflow.
Proficient with machine learning algorithms, architectures, programming languages (e.g., Python, C++, R), and libraries (e.g., PyTorch, TensorFlow).
Proficient with SQL and analytical warehouses (e.g., Snowflake).
Familiarity with automation and deployment (e.g., Jenkins, GitHub actions, Concourse, etc.) and infrastructure as code (e.g., Terraform) technologies.
Employed distributed processing frameworks such as Spark and Dask and has interacted with cloud platforms and container technologies.
Practical knowledge of software engineering concepts and best practices, like testing frameworks, packaging, API design, DevOps, DataOps and MLOps.
Excellent problem-solving skills and easily adapt to new technologies, trends, and frameworks.
Proven ability to improve machine learning practices and create a collaborative, high-performing team.
Company
Houghton Mifflin Harcourt
Houghton Mifflin Harcourt is a global learning company specialized in pre-K–12 education content, services, and technology solutions.
H1B Sponsorship
Houghton Mifflin Harcourt has a track record of offering H1B sponsorships. Please note that this does not
guarantee sponsorship for this specific role. Below presents additional info for your
reference. (Data Powered by US Department of Labor)
Distribution of Different Job Fields Receiving Sponsorship
Represents job field similar to this job
Trends of Total Sponsorships
2023 (6)
2022 (4)
2021 (5)
2020 (10)
Funding
Current Stage
Public CompanyTotal Funding
$800MKey Investors
ABRY Partners
2022-02-22Acquired
2015-05-29Post Ipo Debt· $800M
2013-11-22IPO
Recent News
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