Machine Learning Research Scientist
Location: Menlo Park, CA
Department: Engineering
Location Type: IN_OFFICE
Employment Type: FULL_TIME
- Conduct original research in machine learning and AI with a focus on models that integrate multiple modalities.
- Develop, train, and fine-tune large language models (LLMs) and multi-modal models (MMMs).
- Explore and scale trillion-parameter neural networks, along with smaller, specialized models.
- Design and implement models capable of solving discrete and continuous constraint reasoning tasks and graph-related challenges.
- Develop and evaluate interconnected systems comprising LLMs, NLP models, and retrieval algorithms.
- Publish research findings in top AI conferences and journals, contributing to the academic and industry community.
- Collaborate with cross-functional teams to translate research outcomes into practical applications.
- Innovate and create data synthetically and collect it from human interactions for diverse tasks.
- Lead efforts in optimizing both open-source and proprietary models, considering various constraints.
- Strong background in machine learning, including sequence modeling, generative models, and model architecture.
- Expertise in Pytorch, Python, CUDA, and Triton.
- Proven research experience with a strong publication record in top AI conferences and journals.
- Deep understanding of pre-training and fine-tuning large multi-modal models.
- Experience implementing research papers into production code.
- Familiarity with the latest state-of-the-art techniques, including prompting and inference-time search methods.
- Experience in developing and managing large-scale machine learning systems.
- Proficiency in configuring and optimizing hardware and operating systems for maximum performance.
- Experience building distributed training systems for AI models in high-performance computing (HPC) clusters.
- Unlimited PTO: Recharge when you need it, no questions asked.
- Comprehensive Health Coverage: Medical, dental, and vision insurance for you and your dependents.
- Free Meals and Snacks: Daily lunches, dinners, and snacks in the office.
- Professional Growth: We invest in your continuous learning and offer opportunities to expand your skills.
- Visa Sponsorship: We welcome global talent and provide visa sponsorship to support qualified candidates.
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