Senior Member of Technical Staff, Web Data

Avenue.io Inc.

Toronto

Remote

CAD 150,000 - 190,000

Full time

14 days+

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Benefits offered by this job

Weekly lunch stipend 75 USD/75 EUR or
Full health and dental benefits
RRSP matching / 401K / Pension
Parental Leave top-up up to 6 months
Education stipend for conferences, etc
6 weeks paid vacation
Home office stipend

Job summary

Cohere is seeking a Senior Member of Technical Staff specializing in web data for pre-training. You will design and own the large-scale web data pipeline that feeds Cohere’s language models, transforming raw internet data into high-quality training data.

You will work with extraction, parsing, deduplication, and filtering components and collaborate with data and evaluation teams to optimize corpus quality. The role is remote-friendly with offices in major cities; strong collaboration across

Qualifications

  • Strong software engineering skills with Python and experience building data pipelines.
  • Familiarity with data processing frameworks such as Apache Spark, Apache Beam, Pandas, or similar tools.
  • Experience working with large-scale web datasets.
  • Knowledge of data quality assessment techniques and experimentation with data mixtures.
  • A passion for bridging research and engineering to solve data-related AI model-training challenges.

Responsibilities

  • Maintain large-scale pipelines for processing web corpora.
  • Develop filtering and quality-scoring systems for high-value web documents.
  • Analyze web data composition across domains, languages and time periods.
  • Develop and maintain deduplication pipelines.
  • Collaborate with researchers and engineers to meet data pipeline needs for language models.

Skills

Python
Data pipelines
Large-scale web data
Data quality assessment
Research & engineering collaboration

Tools

Apache Spark
Apache Beam
Pandas

Job description

Who are we?

Cohere is the leading security-first enterprise AI company. We build cutting- edge foundation AI models and end-to-end products that are designed to solve real-world business problems.

We’re training and deploying frontier models for enterprises who are building AI systems. We believe that our work is instrumental to the widespread adoption of AI and we are looking for folks that want to be part of that.

We obsess over what we build. Each one of us is responsible for contributing to increasing the capabilities of our models and the value they drive for our customers. Cohere is a team of researchers, engineers, designers, and more, who are all passionate about their craft.

We are a global technology company headquartered in Toronto with key offices in London, New York City, San Francisco, Montreal, Paris, Berlin and Seoul. Join us!

Role Overview: As a Senior Member of Technical Staff specializing in web data for pre-training, you will play a pivotal role in developing the large scale web data pipeline that underpins Cohere’s advanced language models. In this role, you will work extensively with large-scale web corpora, transforming raw, noisy internet data into high-quality training data for pretraining. You will own key components of the data pipeline, including extraction, parsing, deduplication, and filtering. You will also analyze the composition and quality of web data, study its impact on downstream model performance, and collaborate closely with the broader data and evaluation teams to iterate on the training corpus.

Your work will be essential to Cohere’s mission of delivering efficient and reliable language understanding and generation capabilities, driving innovation in natural language processing. If you are passionate about transforming data into the foundation of AI systems, this role offers a unique opportunity to make a meaningful impact.

Please Note: We have offices in London, Paris, Toronto, San Francisco and New York but also embrace being remote-friendly! There are no restrictions on where you can be located for this role. (EST/EU)

Key Responsibilities:
  • Maintain large-scale pipelines for processing web corpora.

  • Work on filtering and quality-scoring systems to identify high-value web documents.

  • Analyze web data composition across domains, languages and time periods.

  • Develop and maintain highly-performant deduplication pipelines.

  • Collaborate with cross-functional teams, including researchers and engineers, to ensure data pipelines meet the demands of cutting-edge language models.

Qualifications:

  • Strong software engineering skills, with proficiency in Python and experience building data pipelines.

  • Familiarity with data processing frameworks such as Apache Spark, Apache Beam, Pandas, or similar tools.

  • Experience working with large-scale web datasets.

  • Knowledge of data quality assessment techniques and experimentation with data mixtures.

  • A passion for bridging research and engineering to solve complex data-related challenges in AI model training.

Bonus: paper at top-tier venues (such as NeurIPS, ICML, ICLR, AIStats, MLSys, JMLR, AAAI, Nature, COLING, ACL, EMNLP).

Working Location: This role can be based remotely or from one of our office locations listed on the job description - there is no minimum in-office qualification requirement. We care most about hiring exceptional people regardless of locations, though please check the location listed on the posting for guidance around the core time zone or working hours alignment expected for the role.

Full-Time Employees at Cohere enjoy these Perks:
  • A weekly lunch stipend of $75/£75 or equivalent in your local currency for lunch.

  • Full health and dental benefits, including a separate budget for mental health.

  • RRSP matching, 401K, Pension Scheme.

  • 100% Parental Leave top-up for up to 6 months, for either parent.

  • Annual enrichment benefits:

    Arts & culture, fitness/wellness, quality time, and a workspace improvement credit.

    Education & learning stipend for conferences, courses, and coaching.

  • 6 weeks of paid vacation (30 working days!)

  • Budget for traveling to other offices if you are remote, plus an annual company offsite.

How and Where We Work:
  • Cohere is remote-friendly, but we also have offices in Toronto, London, New York City, San Francisco, Montreal, Paris, Berlin and Seoul with more opening soon.

  • For those in the office: a daily lunch program, plenty of snacks, and regular community and social events.

  • For those not near an office: a co-working benefit so you can work alongside others in your city.

  • Everyone receives a $500 home office stipend to set up your workspace properly.

We strive to create an inclusive work environment for all; we welcome applicants from all backgrounds and are committed to providing equal opportunities. Should you require any accommodations during the recruitment process, please submit an Accommodations Request Form, and we will work together to meet your needs.

We may use AI-enabled tools to screen and assess applicants against the criteria for this position. This helps our recruiters identify potentially qualified candidates, but it doesn't limit the applications our recruiters may review or consider.

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