Company

Machine Learning And AiSee more

addressAddressCupertino, CA
CategoryInformation Technology

Job description

As a Machine Learning (ML) Engineer, you will be entrusted with the critical role of innovating and applying state-of-the-art research in ML to tackle complex data problems. The solutions you develop will significantly impact future Apple products and the broader ML development ecosystem. You will work with a multidisciplinary team to actively participate in the data-model co-design and co-development practice. Your responsibilities will extend to the design and development of a comprehensive data generation and curation framework for foundation models at Apple. You will also be responsible to build robust model evaluation pipelines, integral to the continuous improvement and assessment of foundation models. Additionally, your role will entail an in-depth analysis of multi-modal data to underscore its influence on model performance. Furthermore, you will have the opportunity to showcase your groundbreaking research work by publishing and presenting at premier academic venues. YOUR WORK MAY SPAN A VARIETY OF APPLICATIONS, INCLUDING BUT NOT LIMITED TO: - Improving current products and future hardware platforms with multi-modal perception data - Crafting and implementing semi-supervised, self-supervised representation learning techniques for growing the power of both limited labeled Data and large-scale unlabeled data. - Developing on-device intelligence and learning with strong privacy protections - Employing data selection techniques such as novelty detection, active learning, and core-set selection for diverse data types like images, 3D models, natural language, and audio. - Uncovering patterns in data, setting performance targets, and using modern statistical and ML-based methods to model data distributions. This will aid in reducing redundancy and addressing out-of-distribution samples.

Request

  • Demonstrated expertise in natural language processing, and machine learning with a passion for data-centric machine learning.
  • Good understanding of Large foundation models.
  • Staying on top of emerging trends in generative AI and multi-modal LLM.
  • Strong programming skills and hands-on experience using the following languages or deep learning frameworks: Python, PyTorch, or Jax.
  • Strong problem-solving and communication skills.
  • 5+ years of experience with developing and evaluating ML applications, and demonstrated experience in understanding and improving data quality.
Refer code: 9060393. Machine Learning And Ai - The previous day - 2024-04-17 07:27

Machine Learning And Ai

Cupertino, CA
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