Natural Language Processing Scientist (REMOTE) at GumGum

| Remote
Sorry, this job was removed at 8:28 p.m. (CST) on Thursday, October 7, 2021
Find out who's hiring in Nationwide.
See all Data + Analytics jobs in Nationwide
Apply now
By clicking continue you agree to Built In’s Privacy Policy and Terms of Use.

Summary

GumGum is a global technology and media company specializing in contextual intelligence. For over a decade, we have applied our proven machine learning expertise to extract value from digital content for the advertising industry. The company’s contextual advertising engine, Verity™, comprehends the meaning of text, images and video online, allowing marketers to safely and precisely place ads where people are most engaged. Combining that contextual targeting and brand safety intelligence with proprietary high-impact ad formats, GumGum’s advertising solutions deliver industry leading efficiency, accuracy and performance.

The Natural Language Processing (NLP) Scientist is a key member that will be working on Verity within the larger combined Computer Vision (CV) / NLP team in Santa Monica. On a day-to-day basis, this role operates as a member of the applied research and development team. The focus will be to develop and enhance both Machine Learning tasks and deep learning NLP models to provide continued insights such that GumGum remains at the forefront of identifying brand safety content along with contextual understanding.

Engineering team members at GumGum are encouraged to share ideas which can often influence product decisions. The person in this role will need to stay relevant and up to date with state-of-the-art technology. Behind the scenes, the NLP scientist will be working with large datasets at the scale of millions of web pages so it is important that the person in this role is comfortable working with distributed computing in a highly scalable, cloud-based environment. Some key areas of interest that the team has worked on include  multilingual problems such as Extreme Text Classification, Sentiment Analysis, and Named Entity Recognition.

The NLP role works within a large cross functional team that involves collaborating with our CV team to work on multimodal solutions and our Machine Learning Engineering (MLE) team on projects related to our CI/CD environments. The person in this role will make a significant impact on Verity’s product offerings which will be key to generating revenue streams for the business.

Please note, GumGum is only open to hiring remote candidates who are residents in the following states: AZ, CA, CO, CT, FL, GA, IL, MA, MD, MI, NJ, NY, OH, OR, PA, TX, VA, WA, and MN.

Responsibilities

  • Utilize DL (Deep Learning) frameworks like Pytorch or Tensorflow to build and train neural models for NLP tasks
  • Perform hands-on Machine Learning tasks and statistical analyses in Python
  • Own projects from their inception to production release (and beyond)
  • Write efficient, clean, documented, scalable and maintainable Python code following the Object Oriented Paradigms and Design Patterns.
  • Take ownership of NLP projects and products  alongside the rest of the NLP team members
  • Support the MLE Team in maintaining the production environment and resolving production issues. 
  • Collaborate regularly with cross-functional teams (MLE, CV, Product) to build upon existing products, brainstorm creative solutions for new products, and to share technical learnings with each other
  • Enhance existing solutions including code refactoring to optimize for performance, reliability, efficiency, and scalability
  • Write and maintain clean and modular code to deploy in production environment

Minimum Qualifications

  • MS or PhD in Natural Language Processing, Computer Science, Electrical Engineering, Applied Mathematics or Physics, Machine Learning or a related technical field
  • 2+ years Professional Experience in NLP and Machine Learning
  • Experience working on various NLP projects like Text Classification, Named Entity Recognition, Sentiment Analysis, Topic Modeling, Machine Translation, Natural Language Inference, Keyword Extraction etc.
  • Experience in utilizing DL concepts and architectures for NLP such as RNN(Recurrent Neural Networks, LSTMs (Long-Short Term Memory), Transformers, BERT (Bidirectional Encoder Representations from Transformers), Seq2Seq models etc.
  • Experience in working with databases such as MySQL.
  • Experience with AWS ecosystem preferred
  • Experience with CPU/GPU optimization preferred
  • Strong program fluency in Python and SQL
  • Proficient using libraries such as Pandas, Gensim, Scikit Learn and Numpy.
  • Proficient with data visualization tools and libraries such as plotly, matplotlib.
  • Proficient in Software Development, Object Oriented Paradigms and Design Patterns
  • Good understanding of Statistical Concepts such as A/B Testing, p-values, bootstrapping etc.

Benefits & Perks

  • Competitive health, vision and dental benefits
  • Healthcare including 100% coverage for Employee + Spouse/family 
  • Dependent care FSA
  • Employer-matched 401(k) plan
  • Stock incentive program (role dependent)
  • Paid parental leave
  • Goodly - student loan contribution plan
  • WFH monthly stipend 
  • Anniversary recognition and awards
  • Fitness reimbursement and wellness workshops
  • Discounted Pet Health Program
  • Flexible time off and work schedule
  • Dog-friendly HQ office - we love our fur babies! Check us out on Instagram @dogsofgumgum
  • Incredible work/life balance with a collaborative and friendly work space
  • A team that has transitioned to remote work impressively, and remains highly collaborative and connected
  • GumGum Gives Back volunteering opportunities
  • Team building lunches and events, and monthly company celebrations
  • Virtual monthly team bonding events

 Career & Development Focus

  • Ongoing learning and development for education opportunities such as webinars, books, classes, relevant conferences and events
  • Opportunities to pursue business related side projects and yearly Hackathon
  • Highly encouraged to contribute to open source software, including our own open source software
  • Environment of learning from peers, including meetups, presentations and blog posts
  • Opportunity to work with cutting edge technology
  • Life Skills sessions - geared towards the whole life/ health / person
  • Leadership Bites Dinner Series - connecting current and future GumGum leaders over great food and meaningful conversation 
  • The VOICE Coalition - Through our council committee, The VOICE Coalition’s mission is to build an equitable, supportive, and inclusive culture where all voices are heard and all differences are celebrated through thoughtful, engaging, and authentic programming and community involvement. We’ve created awareness and appreciation for our employees through Hispanic Heritage month, Women of GumGum, Asian Pacific American, GG Pride, etc.

Return to office: Our big vision for our futuristic “Farmhouses” in 2022!

  • Offices will now be referred to as the “GumGum Farmhouse” -- a futuristic space centered around a bigger purpose: flexibility, sustainability, community, and growth!
  • GumGum will continue to be a flexible/remote-friendly environment, however, offices will re-open in 2022 for any employees who choose to come in to collaborate, participate in an event, host your clients, contribute to our growing of plants/herbs/vegetables/etc.

Our Values…

Thoughtful…We listen to understand different perspectives, show everyone respect, and relentlessly seek solutions for our clients (internal and external)

Agility…We are quick, nimble, and change direction gracefully, while maintaining control.

Grit…We bring energy and perseverance to everything we do.

Our Culture...

GumGum recently earned LA’s Best Places to Work Award in 2021 by BuiltInLA, and Inc. Magazine’s Best Places to Work in 2020 and it’s no surprise why. With company-sponsored social hours, annual holiday celebrations and on-site gatherings, GumGummers enjoy a fun, creative and collaborative workplace. We provide ourselves on our strong track record of giving employees the autonomy and support they need to succeed. 

Check us out on Instagram: @gumgum 

Read Full Job Description
Apply now
By clicking continue you agree to Built In’s Privacy Policy and Terms of Use.

Technology we use

  • Engineering
  • Product
  • Sales & Marketing
    • JavaLanguages
    • JavascriptLanguages
    • PythonLanguages
    • RLanguages
    • ScalaLanguages
    • SqlLanguages
    • FluxLibraries
    • ReactLibraries
    • ReduxLibraries
    • CaffeFrameworks
    • Node.jsFrameworks
    • SpringFrameworks
    • TensorFlowFrameworks
    • MySQLDatabases
    • LookerDatabases
    • Google AnalyticsAnalytics
    • HotijarAnalytics
    • IllustratorDesign
    • PhotoshopDesign
    • SketchDesign
    • Figma Blender Cinema 4DDesign
    • After EffectsDesign
    • SketchDesign
    • Tumult HypeDesign
    • Adobe XDDesign
    • FigmaDesign
    • BlenderDesign
    • Cinema 4DDesign
    • AsanaManagement
    • ConfluenceManagement
    • JIRAManagement
    • TrelloManagement
    • HubSpotCRM
    • SalesforceCRM
    • SplashCRM
    • CerosCRM
    • MarketoLead Gen
    • PardotLead Gen

An Insider's view of GumGum

What are some social events your company does?

There's social events that range from meeting the CEO with the class of new hires, leadership bites, internal challenges to win gifts and prizes, wellness gatherings for you to learn more about your own mental and physical health, direct team bonding events, and what we call Quarterly Causes to give back to big issues in the world.

Dom Linton

People Operations Coordinator

What's the biggest problem your team is solving?

One of the challenges our team faces is training a deep learning model with minimal biases. The goal is to discern between safe and threatening content such that brands are only aligned with brand suitable content. Our priority is to ensure that our data is diverse and representative resulting in a model that is more objective than subjective.

Iris Fu

Senior Manager, Computer Vision

What makes someone successful on your team?

On the marketing team at GumGum, we not only succeed for being creative and innovative with our campaigns but truly being focused on ROI and analytics to help make smarter decisions to where our investments should go with highest returns toward our growth goals.

Som Puangladda

Vice President Of Global Marketing

How do you make yourself accessible to the rest of the team?

A team isn’t truly a team unless everyone involved is open to new ideas, approaches and feedback—including the leadership group. And I believe a successful company is when leadership clearly articulates their values to the employees with the hope that they share these values and beliefs. Keeping open dialogue throughout the company is essential.

Phil Schraeder

CEO

What's the biggest problem your team is solving?

The Data Engineering team at GumGum is excited to be migrating our key systems to a new stack consisting of Astronomer AirFlow, DataBricks Spark streaming and Snowflake for warehousing. Our ultimate goal is to build a single data model and process to unify our batch and streaming pipelines, reducing cost and the time to implement new features

Corey Gale

Senior Engineering Manager, DevOps and Data Engineering

What are GumGum Perks + Benefits

GumGum Benefits Overview

Benefits should work as hard as you do. We offer comprehensive employee benefits, so you’re ready for anything.

Culture
Volunteer in local community
Partners with Nonprofits
Friends outside of work
Eat lunch together
Daily sync
Open door policy
Team owned deliverables
Team based strategic planning
Group brainstorming sessions
Pair programming
Open office floor plan
Diversity
Highly diverse management team
Unconscious bias training
Over the years, we have pilot tested various unconscious bias training vendors and rolled out to wider teams . We will continue to provide more training in 2021.
Mean gender pay gap below 10%
Diversity Employee Resource Groups
We launched " Stride" - our company council committee to share learnings, give updates and provide feedback to the company regarding initiatives and discussions around diversity, inclusion and equity.
Health Insurance & Wellness Benefits
Flexible Spending Account (FSA)
Disability Insurance
Dental Benefits
Vision Benefits
Health Insurance Benefits
Life Insurance
Pet Insurance
Wellness Programs
Team workouts
Mental Health Benefits
Retirement & Stock Options Benefits
401(K)
401(K) Matching
Company Equity
Employee Stock Purchase Plan
Performance Bonus
Match charitable contributions
Child Care & Parental Leave Benefits
Generous Parental Leave
Flexible Work Schedule
GumGum provides employees with a flexible work schedule that includes Flexible start and end times.
Remote Work Program
Family Medical Leave
Return-to-work program post parental leave
Company sponsored family events
Vacation & Time Off Benefits
Unlimited Vacation Policy
Paid Holidays
Paid Sick Days
Perks & Discounts
Casual Dress
Commuter Benefits
GumGum offers a commuter subsidiary for employees who chose to opt out of their free parking pass.
Company Outings
Game Room
Stocked Kitchen
Some Meals Provided
Happy Hours
Parking
Pet Friendly
We love our dogs in the office!
Recreational Clubs
We have various leagues from soccer, softball, and our newest addition - surfing!
Relocation Assistance
Fitness Subsidies
GumGum reimburses up to $50/month for any health and fitness activities.
Home Office Stipend for Remote Employees
GumGum offers $50/month home office stipend during Covid.
Professional Development Benefits
Job Training & Conferences
Tuition Reimbursement
GumGum offers a tuition contribution plan of at least $50/month via Goodly. Employees who have been with GumGum 4+ years can opt in for a contribution plan of $200/month.
Diversity Program
Lunch and learns
Promote from within
Time allotted for learning
Online course subscriptions available
Paid industry certifications

Additional Perks + Benefits

Life Skills for Gummies is a program that was was launched by our PeopleOps team as a learning series focused around everyday life skills! Our CEO actually pitched this program as he wanted to offer courses to Gummers that help with everyday life (outside of the workplace). Topics range from money management to nutrition, meditation, buying a home, stocks & investments, urban gardening, etc. This program has seen extreme success and we are constantly surveying employees to offer classes that resonate with them!

More Jobs at GumGum23 open jobs
All Jobs
Finance
Data + Analytics
Dev + Engineer
HR + Recruiting
Marketing
Operations
Product
Sales
Apply now
By clicking continue you agree to Built In’s Privacy Policy and Terms of Use.
Save jobView GumGum's full profileSee more GumGum jobs