新浪微博大模型算法实习生
实习兼职新浪&微博地点:北京状态:招聘
任职要求
1. 计算机相关专业本科以上学历 2. 熟练掌握主流大模型的架构和原理,对prompt engeneering、agent、RAG等有深入研究。PEFT 、pretrain、post-pretrain 等技术有实战经验 3. 具备扎实的数学和算法基础和基本的工程能力 4. 熟练掌握Python/Java/C任意一种编程语言 5. 有过实际AI应用工程或算法经历的优先
工作职责
1. 探索LLM前沿领域研究,包括但不限于数据集建设、模型预训练、模型蒸馏、迁移学习、逻辑推理、智能体、MoE、Scaling law和模型评估等工作。 2. 负责优化和提升LLM对齐效果,包括数据质量优化、指令微调、奖励模型优化、强化对齐、策略迭代等,提高算法的效率和性能。 3. 参与LLM在AI虚拟人、AI评论生成、AI广告创意生成、LLM4Rec等业务场景的应用工作。
包括英文材料
学历+
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
Prompt+
https://cloud.google.com/vertex-ai/generative-ai/docs/learn/prompts/introduction-prompt-design
A prompt is a natural language request submitted to a language model to receive a response back.
https://learn.microsoft.com/en-us/azure/ai-foundry/openai/concepts/prompt-engineering
These techniques aren't recommended for reasoning models like gpt-5 and o-series models.
https://www.youtube.com/watch?v=LWiMwhDZ9as
Learn and master the fundamentals of Prompt Engineering and LLMs with this 5-HOUR Prompt Engineering Crash Course!
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.
RAG+
https://www.youtube.com/watch?v=sVcwVQRHIc8
Learn how to implement RAG (Retrieval Augmented Generation) from scratch, straight from a LangChain software engineer.
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/
Python+
https://liaoxuefeng.com/books/python/introduction/index.html
中文,免费,零起点,完整示例,基于最新的Python 3版本。
https://www.learnpython.org/
a free interactive Python tutorial for people who want to learn Python, fast.
https://www.youtube.com/watch?v=K5KVEU3aaeQ
Master Python from scratch 🚀 No fluff—just clear, practical coding skills to kickstart your journey!
https://www.youtube.com/watch?v=rfscVS0vtbw
This course will give you a full introduction into all of the core concepts in python.
Java+
https://www.youtube.com/watch?v=eIrMbAQSU34
Master Java – a must-have language for software development, Android apps, and more! ☕️ This beginner-friendly course takes you from basics to real coding skills.
C+
https://www.freecodecamp.org/chinese/news/the-c-beginners-handbook/
本手册遵循二八定律。你将在 20% 的时间内学习 80% 的 C 编程语言。
https://www.youtube.com/watch?v=87SH2Cn0s9A
https://www.youtube.com/watch?v=KJgsSFOSQv0
This course will give you a full introduction into all of the core concepts in the C programming language.
https://www.youtube.com/watch?v=PaPN51Mm5qQ
In this complete C programming course, Dr. Charles Severance (aka Dr. Chuck) will help you understand computer architecture and low-level programming with the help of the classic C Programming language book written by Brian Kernighan and Dennis Ritchie.
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更新于 2025-06-18
实习内容理解
工作职责: 1. 真实业界数据的处理分析:定性分析、定量评估数据质量、对数据采集和处理方案不断优化改进; 2. 模型开发:参与Qwen、Llama等开源LLM的训练微调、量化和部署实践,追踪业内前沿,达到领先的性能指标; 3. 结合小红书丰富的工业场景,根据实际业务需求进行技术落地和创新。
更新于 2025-09-23
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更新于 2025-08-19