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社招全职3年以上技术类-算法地点:北京 | 杭州状态:招聘
工作描述
任职要求 1. 拥有计算机科学、人工智能或相关领域的博士学位者优先,硕士学位亦可。 2. 至少 3 年在自然语言处理 (NLP) 或大语言模型 (LLM) 领域的研发经验,对对话系统、对话式 AI 有深刻的理解和丰富的实战经验。在学术界或工业界有公认的对话技术相关成果。 3. 在以下一个或多个领域拥有一流的技术水准和成功经验:多轮对话管理、大模型的对齐技术(如 SFT/RLHF/RLAIF/DPO、知识增强生成、个性化生成)在对话场景的深度应用。 4. 对深度学习和机器学习有精深的理解,尤其熟悉 Transformer、MoE 等前沿模型架构,精通 Python 及主流深度学习框架 (PyTorch/TensorFlow)。在大模型 Post-training 领域有扎实的理论基础,并主导过其在 LLM 中的创新应用。 5. 具备以下条件者将获得优先考虑: --主导或核心参与过业界知名的对话系统或聊天机器人项目。 --在顶级学术会议 (如 ACL, EMNLP, SIGDIAL, N…
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包括英文材料
学历+
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.
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...
RLHF+
[英文] What is RLHF?
https://aws.amazon.com/what-is/reinforcement-learning-from-human-feedback/
Reinforcement learning from human feedback (RLHF) is a machine learning (ML) technique that uses human feedback to optimize ML models to self-learn more efficiently.
https://www.ibm.com/think/topics/rlhf
Reinforcement learning from human feedback (RLHF) is a machine learning technique in which a “reward model” is trained with direct human feedback, then used to optimize the performance of an artificial intelligence agent through reinforcement learning.
深度学习+
https://d2l.ai/
Interactive deep learning book with code, math, and discussions.
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.
Transformer+
https://huggingface.co/learn/llm-course/en/chapter1/4
Breaking down how Large Language Models work, visualizing how data flows through.
https://poloclub.github.io/transformer-explainer/
An interactive visualization tool showing you how transformer models work in large language models (LLM) like GPT.
https://www.youtube.com/watch?v=wjZofJX0v4M
Breaking down how Large Language Models work, visualizing how data flows through.
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