字节跳动内容理解算法工程师-抖音
社招全职A135254地点:深圳状态:招聘
任职要求
1、具有扎实的机器学习基础,对CV/多模态技术、NLP技术、GPT类技术有深入的理解,数理功底扎实,自学能力强; 2、有扎实的编码能力,熟练使用相关机器学习框架和工程框架; 3、在多模态大模型领域有经验,在短视频、图文算法领域有经验者优先; 4、在计算机科学高水平会议和期刊如NIPS、ICML、CVPR、ICCV、ECCV、IJCAI、AAAI、KDD、SIGIR、WWW、ACL、PAMI、IJCV等发表过论文或有竞赛经验者优先。
工作职责
1、负责抖音内容理解算法类产品功能和基础内容特征体系的研发与应用,包括CV、NLP、音频等技术在短视频、直播、评论等场景的基础技术支持和落地应用; 2、主要工作方向包括: (1)负责短视频、直播、评论等场景的内容品类和意图识别建设; (2)负责短视频、直播、评论等场景的内容信息总结和关键信息的分析,建设行业领域知识信息; (3)负责多模态技术的研发与应用,提升多模态模型和LLM在业务上的具体表现。
包括英文材料
机器学习+
https://www.youtube.com/watch?v=0oyDqO8PjIg
Learn about machine learning and AI with this comprehensive 11-hour course from @LunarTech_ai.
https://www.youtube.com/watch?v=i_LwzRVP7bg
Learn Machine Learning in a way that is accessible to absolute beginners.
https://www.youtube.com/watch?v=NWONeJKn6kc
Learn the theory and practical application of machine learning concepts in this comprehensive course for beginners.
https://www.youtube.com/watch?v=PcbuKRNtCUc
Learn about all the most important concepts and terms related to machine learning and AI.
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.
GPT+
https://www.youtube.com/watch?v=kCc8FmEb1nY
We build a Generatively Pretrained Transformer (GPT), following the paper "Attention is All You Need" and OpenAI's GPT-2 / GPT-3.
大模型+
https://www.youtube.com/watch?v=xZDB1naRUlk
You will build projects with LLMs that will enable you to create dynamic interfaces, interact with vast amounts of text data, and even empower LLMs with the capability to browse the internet for research papers.
https://www.youtube.com/watch?v=zjkBMFhNj_g
算法+
https://roadmap.sh/datastructures-and-algorithms
Step by step guide to learn Data Structures and Algorithms in 2025
https://www.hellointerview.com/learn/code
A visual guide to the most important patterns and approaches for the coding interview.
https://www.w3schools.com/dsa/
ICML+
https://icml.cc/
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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