Reverb
We're on a mission to make the world more musical.
Remote

Sr Software Engineer, Machine Learning - Recommendations

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Company Description

As an Etsy employee, you can do the work you love, be yourself, and make an impact in the lives of millions. Our commitments to diversity and inclusion, team culture and the spaces where we work all reflect our mission to keep commerce human.

Job Description

About the team
Our teams are responsible for recommendations. Our aim is to present the best of Etsy’s inventory. As an engineer on our team, you will play a major role in improving the shopping experience for millions of Etsy buyers. We’re a cross-functional group of engineers, data scientists, product managers, designers, and researchers. 

With your help, we are giving our buyers better tools to find what they are looking for and to help them form a connection with our sellers. In this role, you will put your skills to use by helping us improve the ranking and suggestions of localized results through machine learning algorithms. You will also build workflows and pipelines to optimally transform data into appropriate results for our buyers. You will join a hardworking team of engineers to collaborate on all of these projects. 

In this role, you will have the opportunity to work with our Data Science and ML team, Data Platform team and many more product squads. We’re a growing team with a huge impact that builds tools and platform capabilities for data scientists and ML engineers to access feature data, build machine learning models, test hypotheses and productionize them on our ML platform hosted in Google Cloud. We value empathy, communication and technical skills equally. Here’s a taste of the problems we’re solving:

- How can we help someone find that flawless item, even when they don’t know what they’re looking for?

- How can the recommendations experience make Etsy come to life and feel as vibrant as the community of makers that’s behind it?

- How can we understand buyer’s motives and interests to personalize their experience?

- How can we help buyers to explore the breadth of Etsy's inventory?

Our production systems rely on PHP, JavaScript, Java, Python and Scala; we are proud to have an engineering culture that encourages career growth and learning. You can learn more about our philosophies, tools, and some of the challenges we’ve been solving on our Engineering blog: http://codeascraft.com/ (http://codeascraft.com/)

We are language-agnostic in our approach to interviewing.

This role is located (eventually) in either our SF office or our Brooklyn HQ. We are also able to hire remotely within the US & Canada.

Qualifications

  • - Experience with objective-oriented programming languages: Python, Java, Scala, etc.
  • - Familiarity with machine learning and deep learning solutions across the entire machine learning stack, from data collection to evaluation
  • - Experience with machine learning frameworks (like PySpark, Scalding, etc.)
  • - Strong verbal and written communication skills.

About the role

In this role you will:

  • Contribute at all levels of Etsy’s recommendations stack, ranging from application back-end technologies (PHP, Java, Python, MySQL, Scala, Vertica) as well as machine learning stack (PySpark, Scalding, Airflow).
  • Work multi-functionally with various engineering teams (e.g. machine learning infrastructure, data science, search experience), participating in design, prioritization and implementation.
  • Develop and train machine learning data sources and models, both to iterate on existing features and develop new features.
  • Use feature engineering tools and principles to clean and transform data into signals driving listing quality
  • Deploy models to production, sometimes including application development for your feature.
  • Provide detailed and constructive design and code reviews.
  • Empathy, communication, and technical skill are valued equally.

About you
You will do well in this role if you:

  • Enjoy thinking about the implications of your work on end users. 
  • You are comfortable collaborating with Product Managers, Data Analysts, and Designers to ensure that you’re delivering impactful product features.
  • Have experience operating within a large codebase and working to build simplicity from sophisticated systems, including using experiments and data to drive decision making.
  • Are an analytical problem solver and understand how to wield data to make informed decisions about your work.
  • Write understandable, testable code with an eye towards maintainability.
  • You turn ideas into deeply reliable and well-tested code that other people – or you, six months into the future – will find easy to comprehend and modify.
  • You have worked with machine learning and understand the needs of data scientists and ML engineers.
  • You have proven engineering and coding skills, data structure knowledge and ability to write high performance production quality code.

Additional Information

At Etsy, we believe that a diverse, equitable and inclusive workplace makes us a more relevant, more competitive, and more resilient company. We welcome people from all backgrounds, ethnicities, cultures, and experiences. Etsy is an equal opportunity employer. We do not discriminate on the basis of race, color, ancestry, religion, national origin, sexual orientation, age, citizenship, marital or family status, disability, gender identity or expression, veteran status, or any other legally protected status. We will ensure that individuals with disabilities are provided a reasonable accommodation to participate in the job application or interview process, to perform essential job functions, and to receive other benefits and privileges of employment. While Etsy supports visa sponsorship, sponsorship opportunities may be limited to certain roles and skillsets.

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What are Reverb Perks + Benefits

Reverb Benefits Overview

Get employer paid health benefits, 401k matching/pension contributions, equity (offers vary by country), 18 weeks of gender neutral parental leave, supplemental mental health benefits, and generous paid time off—whether your band is touring in Japan or your teen is touring their first college campus. And, we've embraced a flexible work model which empowers our people to do their best work一wherever they are.

Culture
Volunteer in local community
Reverb Serves promotes opportunities for employees to volunteer with local organizations.
Partners with nonprofits
Through Reverb Gives, a portion of every purchase made on Reverb helps youth music education programs get the musical instruments they need to make music.
Open door policy
OKR operational model
Team based strategic planning
Pair programming
Open office floor plan
Employee resource groups
Hybrid work model
Employee awards
Flexible work schedule
Remote work program
Diversity
Dedicated diversity and inclusion staff
Mandated unconscious bias training
Diversity employee resource groups
Hiring practices that promote diversity
Health Insurance & Wellness Benefits
Flexible Spending Account (FSA)
Additionally, Reverb contributes annually to employee HSA accounts (if enrolled).
Disability insurance
Dental insurance
Reverb pays 100% of monthly premiums for you & eligible dependents. Your spouse or domestic partner, children/stepchildren (up to 26), & disabled children in your guardianship of any age are covered.
Vision insurance
Reverb pays 100% of monthly premiums for you & eligible dependents. Your spouse or domestic partner, children/stepchildren (up to 26), & disabled children in your guardianship of any age are covered.
Health insurance
Reverb pays 100% of monthly premiums for you & eligible dependents. Your spouse or domestic partner, children/stepchildren (up to 26), & disabled children in your guardianship of any age are covered.
Life insurance
Wellness programs
Mental health benefits
Reverb partners with Lyra Health and Headspace, in addition to our medical coverage, to support our employees.
Transgender health care benefits
Wellness days
Abortion travel benefits
Financial & Retirement
401(K)
401(K) matching
Reverb's 401(k) retirement plan matches 50 cents on the dollar of an employee's contributions up to 6% of eligible income (3% maximum match).
Company equity
Performance bonus
Charitable contribution matching
Reverb matches eligible employee contributions up to $750 per year.
Pay transparency
Child Care & Parental Leave Benefits
Childcare benefits
Reverb sponsors the Vivvi Backup Care and Tutoring benefit, a family care service that can help you find caregivers for your whole family, including your child and parents/grandparents.
Generous parental leave
Reverb offers 18 weeks paid parental leave for the birth or adoption of a child.
Family medical leave
Adoption Assistance
Reverb's adoption assistance can be used for surrogacy as well.
Fertility benefits
Vacation & Time Off Benefits
Generous PTO
Reverb offers 20 vacation days per year for the first five years of service, which increase to 25 days in future years.
Paid volunteer time
Employees receive 40 hours per year (10 hours/quarter) of paid volunteer time.
Sabbatical
Eligible employees get 4 weeks of paid sabbatical for every 5 years of service..
Paid holidays
Paid sick days
Reverb offers unlimited sick/mental health days.
Flexible time off
Bereavement leave benefits
Office Perks
Commuter benefits
Reverb provides Commuter Transit & Parking benefits through Wageworks. This program allows you to set aside pre-tax dollars for eligible commuting expenses.
Company-sponsored outings
Free snacks and drinks
Reverb's office has snack bars, coffee stations, and espresso makers, and there's a fridge that gets stocked with La Croix (and Cold Brew in the summer months).
Some meals provided
Company-sponsored happy hours
Reverbers perform with co-workers, learn how to play, or just cheer on their teammates at music-filled happy hours.
Onsite office parking
Employees can enjoy free street parking near the office. We also work with the local alderman to provide employees with parking passes during the Cubs baseball season to make parking a breeze!
Fitness stipend
Home-office stipend for remote employees
Mother's room
Professional Development Benefits
Job training & conferences
Lunch and learns
Grow professionally and personally through REV Talks, our workshops featuring topics ranging from meditation and healthy eating to “DJing 101.”
Promote from within
Mentorship program
Continuing education available during work hours
Online course subscriptions available
Personal development training
Virtual coaching services

Additional Perks + Benefits

In addition to these perks, Reverb provides employees with a quarterly stipend to be used to support their personal wellness and work/life balance. We also want to highlight that our medical plans include coverage for gender affirming care and fertility/infertility treatments.

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