Datadog25 дней назад
Senior Applied Scientist - Behavior AI
Зарплата не указана
Paris
Обязанности
- 01Design and build custom mid-size models for high-throughput stream processing, and train them at scale
- 02Optimize these models from start to finish, working across both the mathematics and the systems, often by finding mathematical reformulations that fit the hardware and software constraints better
- 03Build the training data pipelines the work depends on when they do not already exist, from the raw stream to a training-ready dataset
- 04Work with engineering to integrate models into production, with a clear focus on GPU utilization, latency, and cost per record on live traffic
- 05Plan the roadmap of model and system improvements, based on a solid understanding of the product and of what matters most to users
- 06Build an agentic layer on top of the models to analyze, validate, and act on their outputs
- 07Build lightweight interpretability tools that make model behavior easier to explain to the people who rely on it
- 08Maintain and monitor the models, services, and infrastructure your team owns, and take part in your team's on-call rotation
Требования
- 01BS/MS/PhD in Computer Science, Engineering, Machine Learning, Applied Mathematics, or a related scientific field, or equivalent experience
- 02Hands-on experience training and fine-tuning models at scale, and deploying them into production systems with real throughput and cost constraints
- 03Working knowledge of how GPUs work, and a track record of making models run efficiently within real hardware constraints
- 04Strong applied-mathematics fundamentals and reach for them naturally when designing and optimizing models
- 05Real passion for applied mathematics, software design, and implementation
- 06Care about code simplicity and performance, and you can build the data pipelines and the surrounding production code, in addition to the models themselves
- 07Can explain complex ideas and trade-offs clearly to engineers and product partners, and you let a solid understanding of the product guide what you build next
Условия
- 01New hire stock equity (RSUs) and employee stock purchase plan (ESPP)
- 02Continuous professional development, product training, and career pathing
- 03Opportunity to attend and present at conferences and meetups, and to publish your work
- 04Intra-departmental mentor and buddy program for in-house networking
- 05An inclusive company culture, ability to join our Community Guilds (Datadog employee resource groups)
- 06Competitive global benefits
- 07Hybrid workplace