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Machine Learning Engineer

Aven

Campbell, CAFull-timeNo compensation foundPosted 1y agoVerified open 5 days ago

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At a glance

Compensation
No compensation found
Location
Campbell, CA
Schedule
Full-time
Work Authorization
US work authorization required

Requirements

Credentials this posting asks for.

Bachelor's degree

Job overview

Aven is hiring a Machine Learning Engineer. Aven is seeking Machine Learning Engineers to build product models from conception to delivery. This role involves digging into data, cleaning, analyzing, and generating ideas to build and maintain models in production. The engineer will also build infrastructure for iterative updates, monitor for data distribution shifts, and participate in system architecture and code reviews.

Key focus areas include Maintain models in production, Build infrastructure to iteratively update models, and Monitor for distribution shifts in data.

Successful candidates bring Experience Building Product Models From Idea To Delivery, Led Large Technically Complex Projects, and Experience With Disparate Systems. Important skills include Digging Into Data, Cleaning Data, Analyzing Data, Generating Ideas, Building Models, and Maintaining Models In Production. Preferred (not required): Automating Back-Office Human Processing, Strategic Thinking, Finding New Opportunities From Data And Models, and AWS.

Skills & qualifications

RequiredNice to have

Skills

Digging Into DataCleaning DataAnalyzing DataGenerating IdeasBuilding ModelsMaintaining Models in ProductionBuilding InfrastructureMonitoring for Distribution ShiftsAdjusting ModelsSystem ArchitectureDesign ReviewsCode ReviewsLeading Large Technically Complex ProjectsWorking With Disparate SystemsWorking on Production-Grade CompilersWorking on Operating SystemsWorking on Large Distributed SystemsJumping Into a New EnvironmentThriving in Highly Collaborative EnvironmentsLearning DetailsUnderstanding Underlying Systems or ProcessesAutomating Back-Office Human ProcessingStrategic ThinkingFinding New Opportunities From Data and ModelsAWSPostgreSQLTypeScriptPythonVueSwiftKotlinJava

Qualifications

Built Product Models From Idea to Delivery

Full job description

Job Description

We are looking for Machine Learning Engineers who have built product models from idea to delivery. You are passionate about digging into data, cleaning it, analyzing it, generating ideas, and building models. In this role, you will maintain models in production and build infrastructure to iteratively update them. You will monitor for distribution shifts in the data and adjust models accordingly. You will also be responsible for system architecture, participating in design reviews, and conducting code reviews to ensure best practices.

You can expect to work on

Anything and everything. At this early stage, you will find yourself:

  • Building targeting models for our Direct Mail Channel

  • Building risk models from both existing credit bureau data and Aven customers’ performance data

  • Building pricing and product relevance models

  • Building models to automate back-office human processing of documents and other tasks

  • Weighing in on strategy. Every voice is important to help inform our decisions

  • Become an expert in our product space, such that you're able to find new opportunities from data and models

You should join us if

  • You have led large technically complex projects with a lot of moving parts

  • You have a lot of experience with a lot of disparate systems

  • You have worked on production-grade compilers, operating systems, or large distributed systems

  • You can jump into a new environment and hit the ground running without much hand-holding

  • You’re fine with us not having answers yet. You want to be part of figuring out the answers

  • You thrive in highly collaborative environments and are down to riff with us on anything from company mission to software architecture to user research

  • You enjoy diving into the deep end and feel like that’s where the greatest personal growth happens

  • You are fearless about learning the details and understanding every single minute detail of an underlying system or process

Our Tech Stack:

  • AWS

  • PostgreSQL

  • Typescript

  • Python

  • VueJS (web)

  • Swift (iOS)

  • Kotlin/Java (Android)

You've read the whole posting — now see how you match it.

Machine Learning Engineer at Aven | Olive Jobs