字节跳动NLP&大模型算法工程师/专家
社招全职A70429A地点:北京状态:招聘
任职要求
1、本科及以上学历,优秀的代码能力,掌握常用编程语言和算法,熟悉Pytorch或TF等框架; 2、有机器学习应用经验,有大模型、RAG、智能对话、搜索等领域丰富的实战经验,在生成式大模型、Query与用户理解、召回排序、知识图谱、智能交互中一个或多个领域有深入实践; 3、熟练掌握机器学习算法原理,能熟练运用机器学习、自然语言处理、匹配技术、运筹优化、强化学习、智能生成等技术解决有挑战性的问题,有业界项目经验或顶会论文发表者优先; 4、对数据敏感度极高,有良好的逻辑思维和定义以及解决问题的能力; 5、优秀的产品和业务感知能力,责任心强,积极主动,有良好的沟通能力和团队合作能力,能够完成有挑战的目标。
工作职责
1、负责生成式智能对话场景的算法研发,基于大模型技术建设智能化的对话机器人系统; 2、探索生成式Agent对话算法,包括大模型领域知识融入、对齐、逻辑推理和SFT等任务; 3、建设基于RAG框架的智能问答系统,优化文本&多模态理解、召回、相关性、问答生成等算法; 4、对长文本/海量文本进行深度分析、构建知识图谱,针对用户对话进行抽取事件、情感分析; 5、搭建和优化检索排序、在线生成系统,提供稳定的线上服务。
包括英文材料
学历+
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/
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.
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.
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
RAG+
https://www.youtube.com/watch?v=sVcwVQRHIc8
Learn how to implement RAG (Retrieval Augmented Generation) from scratch, straight from a LangChain software engineer.
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.
运筹优化+
https://medium.com/gousto-engineering-techbrunch/an-introduction-to-operations-research-5a9e898b6c60
Operations research (OR) is a scientific approach to determining the optimal solution to a defined business problem.
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.
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