Senior Machine Learning Scientist (User Modelling/ Representation Learning) - Viator at TripAdvisor

London, England, United Kingdom

TripAdvisor Logo
Not SpecifiedCompensation
Senior (5 to 8 years)Experience Level
Full TimeJob Type
UnknownVisa
Travel, TechnologyIndustries

Requirements

  • 5+ years of hands-on data science experience
  • In-depth knowledge of AI/ML/DL, Statistics, and related open-source libraries
  • Awareness of current ML techniques, keen on self-improvement and striving to solve real-world data challenges
  • Strong skills in SQL and at least one programming language
  • Comfortable in code reviews, discussing architecture, and collaborating with a multidisciplinary team

Responsibilities

  • Enable embedding latent representations of entities across the platform, tackling challenges like embedding entities to understand user behavior across multi-touch fragmented journeys in a continuous cold start setting
  • Work on Knowledge Graph Embeddings, Auto-Encoders, Attention etc. to represent Users and Experiences in a common latent space for downstream tasks like Search, Ranking, Notifications etc
  • Design, code, experiment and implement models and algorithms to enhance customer satisfaction, increase supplier value, optimize business results, and ensure infrastructure efficiency
  • Collaborate with product managers and various business stakeholders to ensure top-quality outcomes to meet internal objectives
  • Investigate and adopt innovative concepts that offer tangible benefits

Skills

Machine Learning
Representation Learning
User Modeling

TripAdvisor

Largest travel platform for reviews and bookings

About TripAdvisor

Tripadvisor is the largest travel platform in the world, designed to help travelers research and plan their trips. It collects millions of reviews and opinions from travelers about various services such as hotels, restaurants, activities, airlines, and cruises. Users can access this information to make informed decisions about their travel plans. Tripadvisor operates mainly through advertising revenue, offering businesses in the travel industry the opportunity to advertise and enhance their visibility on the platform. Additionally, it earns money through affiliate commissions when users book travel services through links on its site. What sets Tripadvisor apart from its competitors is its vast database of user-generated content, which provides authentic insights and recommendations. The goal of Tripadvisor is to empower travelers with the information they need to create memorable travel experiences.

Englewood, ColoradoHeadquarters
1999Year Founded
$325MTotal Funding
IPOCompany Stage
Consumer Software, Consumer GoodsIndustries
51-200Employees

Benefits

Health Insurance
Dental Insurance
Vision Insurance
Flexible Work Hours
Remote Work Options
Hybrid Work Options
Paid Vacation
Paid Sick Leave
Mental Health Support
401(k) Company Match

Risks

Potential acquisition could lead to strategic changes impacting Tripadvisor's market position.
The resignation of M. Gregory O'Hara may cause shifts in corporate governance.
Inquiry into securities law violations could result in legal challenges and financial penalties.

Differentiation

Tripadvisor is the world's largest online travel community with extensive user reviews.
The platform offers seamless links to booking tools for a comprehensive travel planning experience.
Tripadvisor's business model capitalizes on advertising revenue and affiliate commissions.

Upsides

Tripadvisor can enhance AI-driven personalization features to meet demand for tailored travel experiences.
The rise of 'workcations' presents opportunities for Tripadvisor to expand remote work-friendly content.
Tripadvisor can leverage sustainability trends by promoting eco-friendly accommodations and experiences.

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