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Research Engineer - Palo Alto, United States - Character
Description
About usCharacter's mission is to empower everyone with AGI. Our vision is to enable people with our technology so that they can use
Character.
AI
any moment of any day.
Achieving our mission will require solving ambitious technical challenges, including engineering, research, and design, and we are assembling a world-class team to do so.
Our founding team includes
AIpioneers from Google Brain and Meta Research whose research has led to major breakthroughs in natural language understanding and dialog applications such as Transformers and Google LaMDA.
beta
to get a glimpse into the future.
About the role
We're looking for scrappy and self-motivated people who have full-stack machine learning skills: collecting data, training state-of-the-art models, building evaluations, writing efficient inference algorithms, and iterating on user feedback.
AIcapabilities end-to-end. This means you will need to wear a lot of hats across the full ML stack.
You should be comfortable thinking about all parts of the problem, and ready to work on any and all components of it.
Responsibilities:
Determining the type of training data we need, finding where we can collect it, and writing distributed data gathering pipelines to ingest data
Developing new model architectures that push the state-of-the-art in terms of quality, scale, and inference speed
Creating new evaluations that capture different aspects of generative outputs
Writing fast inference algorithms to serve these models at scale
Working with product teams to integrate feedback mechanisms into the product, which we use to improve the model
Requirements:
Need at least 2+ years of industry experience working deep in the weeds on hard ML problems.
Negative example:
just stringing together a bunch of pre-existing components together. Need signal that this person can think critically about different parts of the pipline
Have a deep understanding of the "whole stack" when it comes to designing, training, evaluating and deploying machine learning models, especially large language models.
Published research papers
Played a critical role in shipping a new ML product that required custom components
Writing distributed ML infrastructure
Have debugged and fixed hard-to-find bugs in ML models
Have a track record of successfully owning projects from start to finish.
Have experience with generative models for various modalities.
Experience working with proven tools:
ML frameworks (Tensorflow, PyTorch, Jax, ...), data processing frameworks (Spark, Beam, ...).
Character is an equal opportunity employer and does not discriminate on the basis of race, religion, national origin, gender, sexual orientation, age, veteran status, disability or any other legally protected status.
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