Machine Learning Engineer

Aven

$120K — $150K *
Information Technology
5 - 7 years of experience
Job Overview by Ladders

Qualifications

  • 5+ years of experience in machine learning engineering or related field
  • Proficiency in data sanitization, model building, and deployment
  • Experience with maintaining production-grade machine learning models
  • Strong background in system architecture and design
  • Ability to handle complex projects involving multiple systems
  • Familiarity with cloud services, particularly AWS
  • Comfortable in fast-paced, collaborative environments

Responsibilities

  • Build and maintain targeting models for Direct Mail Channel
  • Develop risk models using credit bureau data and customer performance data
  • Create pricing and product relevance models
  • Automate back office processes through model-driven solutions
  • Participate in strategic discussions to inform decision-making
  • Become a subject matter expert in the product space
  • Identify new opportunities through data analysis and modeling

Benefits

  • Collaborative work environment with a focus on personal growth
  • Opportunities to influence product and strategic direction
  • Exposure to a wide variety of technical challenges
  • Chance to work with a modern tech stack including AWS and Python
  • Participate in shaping the company culture and mission
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)

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