
平安科技视觉算法工程师
社招全职计算机网络技术类地点:上海状态:招聘
任职要求
硬性要求: - 硕士及以上学历,计算机/数学/电子工程相关专业,- 精通cv/Transformer/GPT等模型原理, - 具备以下至少一个领域经验: 大模型预训练/微调/RLHF 多模态大模型的预训练/微调/RLHF 多模态对齐(文本+图像/视频/语音) Agent框架开发(如AutoGPT、ReAct等) …
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工作职责
1. 主导大语言模型(LLM)/多模态大模型的架构设计、训练调优及落地部署 2. 研发Agent智能体框架,实现复杂任务规划、工具调用与自主决策能力 3. 构建领域知识库系统,优化知识抽取、存储与推理链路 4 熟悉cv等相关的技术 5. 跟踪CV/NLP/多模态领域前沿技术,推动研究成果产品化
包括英文材料
学历+
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.
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
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.
AI agent+
https://www.ibm.com/think/ai-agents
Your one-stop resource for gaining in-depth knowledge and hands-on applications of AI agents.
AutoGPT+
[英文] What is AutoGPT?
https://www.ibm.com/think/topics/autogpt
https://www.youtube.com/watch?v=v-5AWQlTFw8
Someone has created a version of ChatGPT called AutoGPT and it’s a lot more powerful.
React+
[英文] Quick Start - React
https://react.dev/learn
This page will give you an introduction to 80% of the React concepts that you will use on a daily basis.
https://www.youtube.com/watch?v=SqcY0GlETPk
Master React 18 with TypeScript! ⚛️ Build amazing front-end apps with this beginner-friendly tutorial.
https://www.youtube.com/watch?v=x4rFhThSX04
Learn modern React basics in the most interactive, hands-on way possible in the full course for beginners.
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