Machine Learning Engineer, Answers Knowledge and Information - Proactive
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Role details
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Job description
As a member of our fast-paced group, you’ll have the unique and rewarding opportunity to shape upcoming products from Apple. We are looking for highly motivated machine learning engineers and researchers having strong machine learning and deep learning fundamentals with hands-on experience in fine-tuning deep learning and large language models.
Requirements
Experience in modeling user behavior including personalization, online learning and recommendation systems
Experience working with machine learning or LLM model development for various NLP tasks and RAG applications including prompt engineering, training data collection and generation, model fine-tuning and model evaluation
Experience working with Python and at least one of the deep learning frameworks such as TensorFlow, PyTorch, or JAX
Preferred Qualifications
PhD in Computer Science, Artificial Intelligence, Machine Learning, or a related field.
At least 2 years of experience in various state-of-the-art techniques related to LLM fine-tuning in 1 or more of the following areas – Supervised Fine-tuning (SFT) with Rejection Sampling, Preference-based fine-tuning techniques (e.g RLHF, Reward model, DPO, PPO, GRPO etc.), Parameter efficient fine-tuning techniques (e.g LoRA), Hallucination reduction and factual accuracy improvements, Designing and implementing safety guardrails
Consistent track record of researching, inventing and/or shipping advanced machine learning models
Outstanding communication and interpersonal skills with ability to work with cross-functional teams
About the company
The Information Intelligence team is creating groundbreaking technology for artificial intelligence, machine learning and natural language processing! The features we create are redefining how hundreds of millions of people use their computers and mobile devices to search and find what they are looking for. Our universal search engine powers search features across a variety of Apple products, including Siri, Spotlight, Safari, Messages and Lookup. We also develop state-of-the-art generative AI technologies based on Large Language Models to power innovative features in both Apple’s devices and services on the cloud. As 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
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