字节跳动算法工程师(大模型应用)-今日头条
社招全职A245398地点:深圳状态:招聘
任职要求
1、自然语言处理、机器学习、人工智能等相关专业的硕士/博士研究生; 2、熟练使用Tensorflow、Pytorch等深度学习框架,扎实的编程基础,具备独立的算法实现能力; 3、有过大模型预训练、SFT、RLHF等大模型实操经验,From Scratch训练过百亿/千亿基座模型的优先; 4、有大模型领域顶级会议文章(NerulPS、ICLR、KDD、ICML等)者优先。
工作职责
团队介绍:产品覆盖今日头条、头条极速版等各类产品,为上亿用户持续提供优质的资讯、视频等服务。我们通过建立良好的内容生态,鼓励优质的原创内容,为创作者提供优质的服务和创作体验,促进创作和交流,同时我们致力于通过尽可能丰富的内容体裁和尽可能多的分发方式,连接人与信息,丰富大家的精神生活,让人们看到更大的世界。 1、参与基础大语言模型应用研发; 2、推进大模型AI能力在头条热点、AIGC等业务场景的快速落地,结合SFT/RLHF方向的前沿算法持续提升业务效果天花板; 3、关注和推进相关大模型技术在业务场景的落地,包括摘要、智能创作等。
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.
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.
TensorFlow+
https://www.youtube.com/watch?v=tpCFfeUEGs8
Ready to learn the fundamentals of TensorFlow and deep learning with Python? Well, you’ve come to the right place.
https://www.youtube.com/watch?v=ZUKz4125WNI
This part continues right where part one left off so get that Google Colab window open and get ready to write plenty more TensorFlow code.
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.
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/
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
SFT+
https://cameronrwolfe.substack.com/p/understanding-and-using-supervised
Understanding how SFT works from the idea to a working implementation...
ICLR+
https://iclr.cc/
ICML+
https://icml.cc/
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