ML Engineer

Reposted 8 Days Ago
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Vilnius, Vilniaus miesto savivaldybė, Vilniaus apskritis, LTU
In-Office
45K-60K Annually
Junior
Other • Analytics • Business Intelligence
The Role
Develop and improve NLP and image/text ML models (supervised/unsupervised), maintain model lifecycle (monitoring, retraining, labelling), ensure data quality, use cloud resources and pipelines, perform EDA and visualization, and communicate insights to stakeholders.
Summary Generated by Built In

About the role:

Within our Data Science teams here at Euromonitor we work with data collated from the ever-changing and dynamic world of consumer goods. The data we analyse/collect comes both from standardized databases and from online retail channels in various forms, such as semi-structured text, which can come in a variety of languages, images or precise numeric values.

To date we have already developed 400+ ML models which help us to identify consumer good attributes, of which are clients work with us to understand and gain insights from.

Currently we are looking for a new colleague to join the team and assist in developing new and improving existing ML models according to our clients changing needs. Within this role you will work cross-departmentally to execute on a wide array of projects that will suggest new ways of looking at the data to support our clients.

Job Responsibilities:

  • Formulating hypotheses and developing proof-of-concept ML models for NLP i.e. image / text Processing.
  • Work on Supervised/Unsupervised Learning tasks.
  • Translate Industry specific knowledge into proper models.
  • Monitor and ensure data quality.
  • Communicate insights effectively in both a written and visual way.

Requirements
  • A background in Mathematics/Physics/Natural Sciences or Engineering fields, with relevant working experience of 2+ years.
  • Advanced knowledge of Python/R/SQL, understanding of merge-request git flow, basic scripting including CI/CD, regular expressions, shell commands, HTML/JavaScript and basic webapp development skills.
  • Good coding habits such as proper documentation, linting, styling, reproducibility, code review best practices, and test-driven development.
  • Skills to maintain ML models: measure performance, add/remove classes, create effective labelling batches, retrain with assessment of the impact.
  • Ability to suggest model improvements, propose working solutions for business problems, ensure the model works with existing models, track model experiments and keep model documentation updated.
  • Skills to clearly communicate problem status, actions taken, conclusions, improvements and limitations.
  • Experience creating and using cloud resources, familiarity with notebooks, SQL instances, buckets, secrets, VMs, and service accounts, understanding and contributing to pipelines, applying model scaling practices and cloud cost awareness.
  • Understanding of which visualizations to use with different data types, comfortable with at least one visualization framework, and capable of creating shareable/dynamic reports/apps.
  • Proficiency in applying EDA principles, classical supervised/unsupervised learning techniques, main NLP techniques, a good understanding of deep-learning techniques and awareness of model and computational complexity.

Benefits
  • Hybrid working model (2 days per week in office)
  • Exposure to International, high impact projects
  • Work for a hugely global organisation
  • Flexible working hours
  • Work from anywhere in the world for up to 3 weeks per year
  • The role has amonthly gross salary of €3,750 - €5,000, dependent on experience.

#LI-HYBRID   #LI-AO1

Why work for Euromonitor?

Our Values:

We seek individuals who act with integrity

We look for candidates who are curious about the world

We feel that as a community, we’re stronger together

We seek to enable people to feel empowered

We welcome candidates who bring strength in diversity

International: We have a multinational workforce and communicate daily across our 16 global offices.

Hardworking and Sociable: Our staff balance hard work with enjoyment, offering flexible hours and regular social events, including after-work meetups, summer and Christmas parties.

Committed to Making a Difference: Our Corporate Social Responsibility Programme provides two volunteering days annually; donation amounts for new starters and supports local and international charities through various initiatives.

Excellent Benefits: We offer competitive salaries, private health insurance, and generous holiday allowances, amongst much more!

Opportunities to Grow: We provide extensive training and development, promoting from within and across departments, and rewarding talent.

Equal Employment Opportunity: Euromonitor International does not discriminate based on race, colour, religion, sex, national origin, political affiliation, sexual orientation, gender identity, marital status, disability, genetic information, age, membership in an employee organization, or other non-merit factors.

Skills Required

  • Background in Mathematics, Physics, Natural Sciences, or Engineering
  • 2+ years relevant working experience
  • Advanced knowledge of Python, R, and SQL
  • Understanding of merge-request Git flow
  • Basic scripting including CI/CD
  • Experience with regular expressions and shell commands
  • Basic HTML/JavaScript and basic webapp development skills
  • Good coding habits: documentation, linting, styling, reproducibility, code review, TDD
  • Skills to maintain ML models: measure performance, manage classes, create labeling batches, retrain and assess impact
  • Ability to propose model improvements, integrate with existing models, track experiments, and keep documentation updated
  • Clear communication of problem status, actions, conclusions, improvements and limitations
  • Experience creating and using cloud resources (notebooks, SQL instances, buckets, secrets, VMs, service accounts) and contributing to pipelines
  • Awareness of model scaling practices and cloud cost considerations
  • Understanding of which visualizations to use and comfortable with at least one visualization framework; able to create shareable/dynamic reports/apps
  • Proficiency in EDA, classical supervised/unsupervised learning techniques, main NLP techniques, and good understanding of deep-learning techniques
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The Company
HQ: London
2,154 Employees
Year Founded: 1972

What We Do

Euromonitor International is the world's leading independent provider of strategic market research. With a global network of analysts and market research on every key trend and driver, Euromonitor's market research reports empower organisations and brands of all sizes with strategic data, analysis, and consumer trends in a single, affordable resource.

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