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Engineering Manager - Machine Learning Infrastructure

Company: Nextdoor
Location: San Francisco
Posted on: January 16, 2022

Job Description:


Nextdoor is where you connect to the neighborhoods that matter to you so you can belong. Our purpose is to cultivate a kinder world where everyone has a neighborhood they can rely on.

Neighbors around the world turn to Nextdoor daily to receive trusted information, give and get help, get things done, and build real-world connections with those nearby - neighbors, businesses, and public services. Today, neighbors rely on Nextdoor in more than 275,000 neighborhoods across 11 countries.

Meet your Future Neighbors

At Nextdoor, the machine learning team is starting to touch every area of our product. Notifications, feed, search, ads, and our trust/moderation systems all have an element of ML on the roadmap. A critical charter for the team is to build world-class ML infrastructure to enable us to build, maintain, and iterate on ML products quickly. Our team is scrappy, focused, and dedicated to ensuring that machine learning helps us realize our purpose: to cultivate a kinder world where everyone as a neighborhood they can rely on.

The Impact You'll Make

Some Areas Of Responsibility Include

Within the ML organization, you will be leading our Core ML team, which is charged with building, maintaining, and supporting our ML Infrastructure. This includes the training and serving platforms, the corresponding data pipelines, and the feature store (online and offline). As the ML and Data Science teams grow, you will also take on the responsibility of getting feedback from developers to inform the roadmap that could make ML development more efficient at Nextdoor.

  • Leading the execution of a prioritized roadmap to increase the productivity of the ML and Data Science teams by building world-class infrastructure
  • Leading the development and maintenance of a centralized "feature store" where we will house Nextdoor data, both online and offline
  • Managing and working with stakeholders to provide input into the roadmap for the Core ML team
  • Working along-side the team to execute and build infrastructure in a hands-on manner
  • Recruiting, building, coaching and mentoring engineers to reinforce engineering excellence
  • Promoting a culture of feedback and transparent communication
    What You'll Bring to The Team
    • 1-3 years of experience leading the technical direction and execution of infrastructure related to machine learning
    • 4-8+ years of relevant engineering experience working on infrastructure related to developing, serving and maintaining ML models (ML Infrastructure) and/or managing infrastructure to house model features (i.e. feature stores)
    • A desire to work along-side the team in a hands-on manner to execute on the team charter
    • Experience collaborating with teams across an organization, prioritizing the work that is requested from external teams, and keeping the team focused on delivery with many pressing priorities
    • Experience being a collaborative, thoughtful and strategic leader, who is comfortable with open communication and giving/receiving constructive feedback respectfully
      Bonus Points
      • Successful track record of building ML Infrastructure from inception to scale with the goal of increasing developer productivity
      • Experience utilizing technology such as Kafka, Protobuf, Flink, Spark to build feature stores
      • Experience serving of models in production in frameworks such as Tensorflow, Sci-kit Learn, Pytorch, etc. with low latency
        At Nextdoor, we empower our employees to build stronger local communities. To create a platform where all feel welcome, we want our workforce to reflect the diversity of the customers we seek to serve. We encourage everyone interested in our purpose to apply. We do not discriminate on the basis of race, gender, religion, sexual orientation, age, or any other trait that unfairly targets a group of people. In accordance with the San Francisco Fair Chance Ordinance, we always consider qualified applicants with arrest and conviction records.

Keywords: Nextdoor, San Francisco , Engineering Manager - Machine Learning Infrastructure, Executive , San Francisco, California

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