Mistral provides full-stack AI solutions, from frontier models to developer tools, applications, and compute. It partners with enterprises in high-stakes industries to co-create customized AI systems that they can run on their terms.
ml engineer for tabular data
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описание
задачи
- Run pre-training, post-training, and deployment of state-of-the-art models on clusters with thousands of GPUs
- Generate and curate datasets of tables, spreadsheets, and databases, and build evaluators and benchmarks for table understanding, text-to-SQL, and prediction on tabular data
- Develop tools and frameworks for data generation, model training, evaluation, and deployment
- Collaborate with cross-functional teams on complex use cases
- Manage research projects and communications with client research teams
требования
- Communicate complex technical concepts clearly to technical and non-technical audiences
- Have expert-level experience with PyTorch or JAX
- Have experience training or fine-tuning large language models or tabular foundation models
- Have a strong machine learning background in tabular data, including classical baselines such as gradient boosting, and be comfortable with SQL, pandas, and messy real-world data
- Navigate large codebases independently with little guidance
- Write clean, readable, high-performance, fault-tolerant Python code
- Work independently and navigate uncertainty confidently
- Be collaborative, low-ego, and eager to learn
- Have a track record of success through personal projects, professional projects, or academia
- Будет плюсом: experience as a founder or builder, a PhD or Master’s in Computer Science, Statistics, or Machine Learning, experience with text-to-SQL, table question answering, or spreadsheet agents, experience with reinforcement learning using verifiable rewards, experience working on large codebases or large machine learning models at scale, contributions to a large open-source or industry codebase, publications in top academic journals or conferences, interest in improving existing code through typing, tests, and CI pipelines
условия
- Benefits may include healthcare coverage, parental leave, retirement plans, relocation support, wellness programs, meal and transportation allowances, and other location-specific perks; benefits vary by country
навыки
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