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Senior ML Engineer - Content and Contributor Intelligence (Remote - Ireland)

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Yelp

16d ago

  • Job
    Full-time
    Senior Level
  • Data
    Software Engineering
  • Dublin
    Remote

AI generated summary

  • You need experience with ML model development, data pipelines, and tools like TensorFlow and PyTorch. Strong Python skills, engineering best practices, curiosity, and persistence are essential.
  • You will analyze complex data, develop machine learning models, enhance text and visual understanding, automate model pipelines, and promote MLOps best practices in a collaborative environment.

Requirements

  • Experience developing and productionizing machine learning models, including their supported data pipeline.
  • Experience with machine learning using packages such as TensorFlow, PyTorch, Spark MLlib, XGBoost, Sklearn, etc.
  • Strong coding skills in Python or equivalent (Python, Java and C++).
  • Solid understanding of engineering and infrastructure best practices.
  • The curiosity to uncover promising solutions to new problems, and the persistence to carry your ideas through to an end goal.

Responsibilities

  • Conduct end-to-end analyses, wrangling data via SQL or Python, to statistical modeling, to hypothesizing and presenting business ideas.
  • Work with large and complex datasets.
  • Support the development and deployment of projects involving machine learned models for offline, batch-based data products as well as models deployed to online, real-time services.
  • Work in the content and contributor intelligence team on text and visual understanding, along with fine tuning transformer models to derive embeddings for multiple input types.
  • Productionize and automate model pipelines within Python services.
  • Drive and advocate adoption of best practices in MLOps (Machine Learning Operations).

FAQs

Do we support remote work?

Yes, this position is fully remote, but candidates must be located in the Republic of Ireland.

What type of projects will I be working on?

You will work on end-to-end analyses, develop and deploy machine learning models, and support projects involving text and visual understanding, including fine-tuning transformer models.

What programming languages are required for this role?

Strong coding skills in Python are required, with experience in Java and C++ being a plus.

What machine learning tools and frameworks should I be familiar with?

Experience with machine learning packages such as TensorFlow, PyTorch, Spark MLlib, XGBoost, and Sklearn is expected.

How does Yelp support employee development?

Yelp offers regular 3-day Hackathons, bi-weekly learning groups, and productivity spending to encourage your career growth.

What are the working hours like?

The position offers flexible working hours along with meeting-free Wednesdays to enhance productivity.

Does Yelp provide health insurance?

Yes, Yelp offers private health insurance, including dental and vision coverage.

Are there any benefits related to remote working expenses?

Yes, employees receive €150 monthly reimbursement to help cover remote working expenses.

Does Yelp offer paid time off?

Yes, you will receive 25 days of paid holiday, increasing to 29 with service, plus one floating holiday.

Is diversity valued at Yelp?

Yes, Yelp values diversity and is proud to be an equal opportunity employer, considering qualified applicants without regard to various protected statuses.

Yelp

Looking for a #FiveStarCareer? We know just the place!

Technology
Industry
1001-5000
Employees
2004
Founded Year

Mission & Purpose

Yelp connects people with great local businesses. Our users have contributed approximately 155 million cumulative reviews of almost every type of local business, from restaurants, boutiques and salons to dentists, mechanics, plumbers and more. These reviews are written by people using Yelp to share their everyday local business experiences, giving voice to consumers and bringing “word of mouth” online.