字节跳动【实习】抖音多业务场景的大模型训练与应用-抖音直播(北京/上海/深圳/杭州)
实习兼职A70229地点:深圳状态:招聘
工作描述
任职要求 1、2027届及以后毕业,博士在读,人工智能、自然语言处理、计算机视觉、计算机图形学相关专业优先; 2、具有优秀的编程能力,熟练使用PyTorch深度学习框架和相关高性能计算框架; 3、具有丰富的自然语言处理、计算机视觉、计算机图形学、强化学习相关研究经验,在SIGGRAPH/CVPR/ICCV/ECCV/ACL/ICLR/ICML/NeurIPS/TPAMI等顶会顶刊上发表论文者优先; 4、熟悉扩散模型、GPT等生成式模型,有图片/视频/3D生成大模型研发经验、有数字人相关领域研发经验、有Unity/Unreal引擎使用经验者优先考虑; 5、具备优秀的分析和解决问题的能力,对解决具有挑战性的问题充满激情,具有良好的沟通和团队合作能力。 工作职责 团队介绍:直播团队负责为抖音集团旗下产品提供直播服务。团队负责直播平台技术和直播业务研发,打造灵活稳定的直播服务平台,为用户提供优质直播体验,支持电商、本地生活、游戏、节目、多人互动等不同类型的业务场景。直播业务发展迅猛,处于行业头部地位,业务发展空间巨大。现在加入我们,和优秀的人一起做有挑战的事,你的技术与创意将影响亿级用户,激发创意和丰富生活。 课题介绍: 抖音研发团队,负责抖音短视频、直播、中长视频、搜索、图文、音乐、社交通讯、医疗等业务技术开发,以及字节跳动旗下产品的客服平台、业务安全、用户增长、用户体验、抖…
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包括英文材料
NLP+
https://www.youtube.com/watch?v=fNxaJsNG3-s&list=PLQY2H8rRoyvzDbLUZkbudP-MFQZwNmU4S
Welcome to Zero to Hero for Natural Language Processing using TensorFlow!
https://www.youtube.com/watch?v=R-AG4-qZs1A&list=PLeo1K3hjS3uuvuAXhYjV2lMEShq2UYSwX
Natural Language Processing tutorial for beginners series in Python.
https://www.youtube.com/watch?v=rmVRLeJRkl4&list=PLoROMvodv4rMFqRtEuo6SGjY4XbRIVRd4
The foundations of the effective modern methods for deep learning applied to NLP.
OpenCV+
https://learnopencv.com/getting-started-with-opencv/
At LearnOpenCV we are on a mission to educate the global workforce in computer vision and AI.
https://opencv.org/university/free-opencv-course/
This free OpenCV course will teach you how to manipulate images and videos, and detect objects and faces, among other exciting topics in just about 3 hours.
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.
深度学习+
https://d2l.ai/
Interactive deep learning book with code, math, and discussions.
强化学习+
https://cloud.google.com/discover/what-is-reinforcement-learning?hl=en
Reinforcement learning (RL) is a type of machine learning where an "agent" learns optimal behavior through interaction with its environment.
https://huggingface.co/learn/deep-rl-course/unit0/introduction
This course will teach you about Deep Reinforcement Learning from beginner to expert. It’s completely free and open-source!
https://www.kaggle.com/learn/intro-to-game-ai-and-reinforcement-learning
Build your own video game bots, using classic and cutting-edge algorithms.
SIGGRAPH+
[英文] ACM SIGGRAPH
https://www.siggraph.org/
The ACM SIGGRAPH community is a global nonprofit organization serving the evolution of computer graphics and interactive techniques.
CVPR+
https://cvpr.thecvf.com/
ICCV+
https://iccv.thecvf.com/
ICCV is the premier international computer vision event comprising the main conference and several co-located workshops and tutorials.
ECCV+
https://eccv.ecva.net/
ECCV is the official event under the European Computer Vision Association and is biannual on even numbered years.
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