Full-Time

Machine Learning Manager

Catalog Enrichment

Updated on 3/14/2025

Wayfair

Wayfair

10,001+ employees

E-commerce platform for home goods sales

No salary listed

Senior, Expert

Company Historically Provides H1B Sponsorship

Boston, MA, USA

Massachusetts Applicants: I understand that it is unlawful in Massachusetts to require or administer a lie detector test as a condition of employment or continued employment.

Category
Deep Learning
Natural Language Processing (NLP)
AI & Machine Learning
Required Skills
LLM
Kubernetes
Python
Airflow
Apache Spark
SQL
Machine Learning
Requirements
  • 6+ years of experience (including 2+ years as a lead/manager) developing and deploying ML models in large-scale, real-world settings.
  • Strong deep learning expertise, particularly in classification, structured prediction, and multi-modal AI (text + vision).
  • Hands-on technical leader who can engage deeply in algorithm development, model architecture, and system design while empowering the team.
  • Experience scaling ML solutions to handle 100M+ products, focusing on cost efficiency, accuracy, and real-time performance.
  • Proven ability to balance research-driven innovation with practical, production-grade ML deployments.
  • Track record of mentoring and coaching ML scientists across various experience levels.
  • Strong business acumen, capable of translating commercial objectives into AI/ML strategies with measurable impact.
  • Deep understanding of LLMs, generative AI, and fine-tuning techniques, with hands-on experience using models like GPT, Gemini, Claude, or Llama.
  • Familiarity with ML Ops, cloud infrastructure, and engineering best practices (Airflow, Kubeflow, MLFlow, Kubernetes, Spark, Python, SQL).
Responsibilities
  • Lead a team of ML scientists driving AI-powered automation for product data structuring, attribute extraction, and metadata validation—ensuring our catalog remains accurate, complete, and scalable.
  • Hire, develop, and coach top ML talent, fostering expertise in generative AI, multi-modal deep learning, and high-scale ML deployments to push the boundaries of catalog intelligence.
  • Collaborate with top AI research and industry leaders (e.g., Google, Anthropic, Snorkel AI) to explore cutting-edge techniques in LLMs, data labeling automation, and scalable ML workflows.
  • Define and execute the AI/ML roadmap for catalog enrichment, balancing cutting-edge research with cost-effective, production-grade solutions.
  • Leverage and fine-tune LLMs (e.g., OpenAI GPT, Google Gemini, Anthropic Claude) to build AI-driven classifiers, product taggers, and quality control mechanisms.
  • Develop agentic AI workflows for automated schema definition, dataset generation, and LLM-based judgment systems to validate catalog data.
  • Partner with cross-functional teams across engineering, data science, and product to ensure AI solutions integrate seamlessly into catalog systems.
  • Build scalable ML pipelines and real-time inference systems to tag and structure incoming product data efficiently.
  • Optimize cost, efficiency, and scalability of AI models, leveraging parameter-efficient fine-tuning (LoRA, QLoRA), knowledge distillation, and hybrid ML approaches.
  • Stay ahead of industry trends in catalog intelligence, generative AI, and autonomous ML agents, integrating SOTA research into practical, high-impact solutions.
Desired Qualifications
  • Experience working in e-commerce catalog AI systems, retail data structuring, or large-scale product classification.
  • Background in autonomous AI agents, reinforcement learning, or online learning systems.
  • Research publications in deep learning, structured prediction, or generative AI.

Wayfair specializes in selling home goods through its online platform, wayfair.com. It offers a wide variety of products, including furniture, lighting, cookware, and appliances, catering to different styles and budgets for customers ranging from homeowners to interior designers. The company operates a marketplace model that connects consumers with over 5,000 brands, allowing it to provide a large selection of items without needing to manage extensive inventory. Wayfair earns revenue from product sales and advertising fees from suppliers promoting their products on the site. Its extensive product range includes items like smart kitchen appliances and indoor playsets, ensuring it meets diverse customer needs. Wayfair's unique selling point is its ability to provide a comprehensive shopping experience for home-related products, making it a convenient one-stop shop for customers looking to improve their living spaces.

Company Size

10,001+

Company Stage

IPO

Headquarters

Boston, Massachusetts

Founded

2002

Simplify Jobs

Simplify's Take

What believers are saying

  • Wayfair's partnership with Moloco enhances its advertising capabilities and customer acquisition.
  • The Inspired Home Show participation expands Wayfair's vendor network and product variety.
  • Diana Frost's board appointment signals strategic growth and innovation focus.

What critics are saying

  • Amazon's visual search features increase competition in the online home goods sector.
  • Layoffs of 1,750 employees in 2023 indicate potential financial instability.
  • CPSC warning on baby loungers could harm Wayfair's reputation and legal standing.

What makes Wayfair unique

  • Wayfair offers a vast selection of home goods through its marketplace model.
  • The company provides innovative smart home appliances with WiFi and Bluetooth features.
  • Wayfair's Muse tool uses AI for personalized, image-based shopping inspiration.

Help us improve and share your feedback! Did you find this helpful?

Benefits

Paid Holidays

Paid Vacation

Full Health Benefits

Life Insurance

Disability Insurance

Mental Health Support

Family Planning Benefits

Parental Leave

401(k) Company Match

Employee Discount

Growth & Insights and Company News

Headcount

6 month growth

0%

1 year growth

4%

2 year growth

-3%
Chron
Mar 9th, 2025
Retailer slashes Texas workforce after closing technology center

WBZ reported Wayfair laid off 1,750 employees in 2023 and 1,650 employees last year, saying it grew too quickly before the COVID-19 pandemic.

CBS News
Mar 8th, 2025
Wayfair lays off 170 employees in Massachusetts, 340 across the company

Wayfair lays off 170 employees in massachusetts, 340 across the company.

CBS News
Mar 8th, 2025
Wayfair lays off nearly 200 Massachusetts workers

Wayfair lays off nearly 200 massachusetts workers.

Furniture Today
Mar 7th, 2025
Wayfair cuts 340 tech employees after completing platform upgrades

Wayfair cuts 340 tech employees after completing platform upgrades.

Chain Store Age
Mar 6th, 2025
Amazon continues Google competition with launch of new visual search features

Google began offering shoppable visual search in its mobile app in October 2024, and Wayfair introduced Muse, a generative AI-based tool designed to give customers an image-based way to find inspiration and ideas for their homes, in February 2025.