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职位Cohere

Member of Technical Staff, Pre-Training Data

Cohere

Member of Technical Staff, Pre-Training Data

Cohere

Toronto

·

On-site

·

Full-time

·

1mo ago

福利待遇

Healthcare

Mental Health

Parental Leave

Meals

Learning

Remote Work

Flexible Hours

必备技能

Python

Data Pipeline Development

Apache Spark

Apache Beam

Pandas

Who are we?

Our mission is to scale intelligence to serve humanity. We’re training and deploying frontier models for developers and enterprises who are building AI systems to power magical experiences like content generation, semantic search, RAG, and agents. We believe that our work is instrumental to the widespread adoption of AI.

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. We like to work hard and move fast to do what’s best for our customers.

Cohere is a team of researchers, engineers, designers, and more, who are passionate about their craft. Each person is one of the best in the world at what they do. We believe that a diverse range of perspectives is a requirement for building great products.

Join us on our mission and shape the future!

Why this role?

As a Machine Learning Engineer specializing in pretraining data, you will play a pivotal role in developing the data pipeline that underpins Cohere’s advanced language models. In this role, you will conduct data ablations to evaluate data quality and construct pre-training data mixtures to enhance model performance. By combining research and engineering, you will bridge the gap between raw data and cutting-edge AI models, directly contributing to improvements in critical training metrics like throughput and accelerator utilization.

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 between EST and EU.

As a Member of Technical Staff, Pre-Training Data, you will:

  • Conduct data ablations to assess data quality and experiment with data mixtures to enhance model performance.

  • Develop robust data modeling techniques to ensure datasets are structured and formatted for optimal training efficiency.

  • Research and implement innovative data curation methods, leveraging Cohere’s infrastructure to drive advancements in natural language processing.

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

You may be a good fit if you have:

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

  • Familiarity with curriculum learning, data mixing and data attribution.

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

  • Experience working with large-scale datasets, including web data, code data, and multilingual corpora.

  • 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).

If some of the above doesn’t line up perfectly with your experience, we still encourage you to apply!

We value and celebrate diversity and 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 https://docs.google.com/forms/d/12a6IrLdF3kI2nonKSr4tiFuz18rLQbaeYV-JM9L4o9Q/edit, and we will work together to meet your needs.

Full-Time Employees at Cohere enjoy these Perks:

🤝 An open and inclusive culture and work environment

🧑‍💻 Work closely with a team on the cutting edge of AI research

🍽 Weekly lunch stipend, in-office lunches & snacks

🦷 Full health and dental benefits, including a separate budget to take care of your mental health

🐣 100% Parental Leave top-up for up to 6 months

🎨 Personal enrichment benefits towards arts and culture, fitness and well-being, quality time, and workspace improvement

🏙 Remote-flexible, offices in Toronto, New York, San Francisco, London and Paris, as well as a co-working stipend

✈️ 6 weeks of vacation (30 working days!)

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关于Cohere

Cohere

Cohere

Series C

Cohere Inc. is an American-Canada-based international technology company focused on artificial intelligence. Cohere specializes in large language models and AI products for regulated industries, particularly the finance, healthcare, manufacturing, and energy fields, as well as the public sector.

201-500

员工数

Toronto

总部位置

$2.2B

企业估值

评价

2.4

3条评价

工作生活平衡

2.0

薪酬

3.0

企业文化

1.5

职业发展

2.5

管理层

1.2

15%

推荐给朋友

优点

Comprehensive and challenging assessment process

Well-known company in the industry

Initially appeared as attractive opportunity

缺点

Unprofessional hiring managers

Toxic work environment

Poor management and leadership

薪资范围

13个数据点

Mid/L4

Mid/L4 · Analytics Engineer

1份报告

$117,173

年薪总额

基本工资

$90,100

股票

-

奖金

-

$117,173

$117,173

面试经验

1次面试

难度

4.0

/ 5

时长

14-28周

体验

正面 0%

中性 0%

负面 100%

面试流程

1

Application Review

2

Take Home Assessment

3

Technical Interview

4

Team Interview

5

Offer

常见问题

Coding/Algorithm

Technical Knowledge

Behavioral/STAR

System Design