苹果Computer Vision / Machine Learning Engineer (Video Generation)
社招全职Machine Learning and AI地点:北京状态:招聘
任职要求
Minimum Qualifications M.S. or Ph.D. in Computer Science, Electrical Engineering, or related fields with focus on computer vision or machine learning. Strong experience in one or more of: generative video modeling, video prediction, temporal modeling, or frame interpolation. Proficiency in deep learning frameworks (PyTorch, JAX) and programming languages (Python, C++). Experience with large-scale training pipelines and deploying models in real-world systems. Strong wri…
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工作职责
Design and develop generative video models for high-fidelity, controllable synthesis. Build infrastructure for large-scale training, evaluation, and benchmarking of video models. Investigate model consolidation and shared representation learning across video understanding and generation tasks. Optimize algorithms for runtime, power, memory, and temporal quality on-device. Collaborate with product and research teams to integrate video generation technologies into Apple’s camera and video pipelines.
包括英文材料
PyTorch+
https://datawhalechina.github.io/thorough-pytorch/
PyTorch是利用深度学习进行数据科学研究的重要工具,在灵活性、可读性和性能上都具备相当的优势,近年来已成为学术界实现深度学习算法最常用的框架。
https://www.youtube.com/watch?v=V_xro1bcAuA
Learn PyTorch for deep learning in this comprehensive course for beginners. PyTorch is a machine learning framework written in Python.
JAX+
https://docs.jax.dev/en/latest/notebooks/thinking_in_jax.html
JAX is a library for array-oriented numerical computation, with automatic differentiation and JIT compilation to enable high-performance machine learning research.
Python+
https://liaoxuefeng.com/books/python/introduction/index.html
中文,免费,零起点,完整示例,基于最新的Python 3版本。
https://www.learnpython.org/
a free interactive Python tutorial for people who want to learn Python, fast.
https://www.youtube.com/watch?v=K5KVEU3aaeQ
Master Python from scratch 🚀 No fluff—just clear, practical coding skills to kickstart your journey!
https://www.youtube.com/watch?v=rfscVS0vtbw
This course will give you a full introduction into all of the core concepts in python.
C+++
https://www.learncpp.com/
LearnCpp.com is a free website devoted to teaching you how to program in modern C++.
https://www.youtube.com/watch?v=ZzaPdXTrSb8
还有更多 •••