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AIML - Machine Learning ResearchApple • United States
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AIML - Machine Learning Research

Apple
  • US
    United States
  • US
    United States
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À propos

Apple is where individual imaginations gather together, committing to the values that lead to great work. Every new product we build, service we create, or Apple Store experience we deliver is the result of us strengthening each other's ideas. That happens because every one of us believes that we can make something wonderful and share it with the world, changing lives for the better!\\n\\nIn this organization, we work hard to bring the best user experiences powered by Apple Intelligence. Our team is instrumental in powering and enhancing features across a range of Apple products, including Siri, Spotlight, Safari, Messages, and more. We are an Applied ML team pushing the limits of question answering, assistant response ranking, summarization, and search technologies, while also responsible for a production service. \\n\\nAs part of this group, you will be doing large scale machine learning and deep learning research and development to improve Open Domain Question Answering (using both structured knowledge graph data and unstructured web data) and Summarization as well as developing fundamental building blocks needed for Artificial Intelligence. This involves developing sophisticated machine learning and large language models (LLMs) to understand user queries, retrieve and rank relevant documents across multiple sources and synthesize information across documents to provide user with a direct answer that best satisfies their intent and information seeking needs. Additionally, you will research and develop the state-of-the-art LLMs for summarizing personal data such as emails, messages, and notifications.\\n\\nYou will also work with researchers and data scientists to develop, fine-tune, and evaluate domain specific Large Language Models for various tasks and applications in Apple's AI powered products and conduct applied research to transfer the cutting edge research in generative AI to production ready technologies.
In this role, you will work on LLM based question answering and Apple Intelligence features to provide concise, accurate, and grounded information to users to help them complete their tasks quickly on Apple devices. \n\nYour core responsibilities will include:\n\n* Designing and developing advanced Reinforcement Learning technologies in the post-training of generative model, and delivering the end-user experience.\n* Driving cross-functional technical initiatives, collaborating with research, engineering and production teams to translate theoretical advances into deployable systems.\n* Developing novel and cutting-edge RL algorithms and improving existing ones.\n* Staying up to date with the latest RL research and integrate best practices into the team's workflow.\n* Working on the end-to-end ML lifecycle: algorithm design and implementation, data collection, model training, evaluation, and deployment.
1+ years of ML experiences in search, natural language processing/understanding. Conversational AI.\nProven experience for LLM post training, including but not limited to SFT, RLHF, RLAIF, Reward Modeling, Chain-of-thought, agentic LLM.\nHands-on experience building RL pipelines and training agents in simulation or real-world environments.\nExperienced researcher in areas of machine learning, including natural language or speech\nGrowth mindset and ability to learn new technologies\nMS or Ph.D. in Computer Science, Machine Learning with a specialty in reinforcement learning, or a related field
Deep expertise in reinforcement learning-based post-training on LLM models, reward modeling, RLHF, RLAIF, Chain-of-thought, and agentic AI R&D.\nExperienced researcher with publications in areas of machine learning, including natural language processing \nDeep understanding of cutting edge RL algorithms and large language model.\nDeep understanding in LLM pre-training, post-training.\nStrong product intuition and ownership\nExcellent communication skills
  • United States

Compétences linguistiques

  • English
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