高德地图高德-Agent数据与评测-北京
社招全职5年以上地点:北京状态:招聘♡ 收藏
工作描述
任职要求 ● 5年以上 Data Science / Applied Scientist 经验,扎实的实验设计与统计方法论功底(A/B testing、因果推断、置信区间等) ● 有设计和落地评测体系的经验(LLM eval、产品 A/B testing 或传统 ML 评测),理解 LLM / Agent 的基本工作原理,读懂 prompt、理解 tool call、解析 trace ● 有从0到1搭建过数据或评测类平台的经验(LLM eval平台,A/B测试平台、数仓平台等),能够把需求抽象为平台后能力 ● 把模糊的产品问题拆解为可衡量、可自动化验证的指标体系 ● 强烈的 ownership 意识——指标是你的,问题是你的,答案也是你的 ● 强 SQL / Python 数据处理能力,能和产品、算法团队直接协作 加分项: ● 有 LLM / Agent 产品的评测经验(Prompt evaluation、LLM-as-judge、hallu…
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包括英文材料
因果推断+
https://web.stanford.edu/~swager/causal_inf_book.pdf
How best to understand and characterize causality is an age-old question in philosophy.
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
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.
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!
SQL+
https://liaoxuefeng.com/books/sql/introduction/index.html
什么是SQL?简单地说,SQL就是访问和处理关系数据库的计算机标准语言。
https://sqlbolt.com/
Learn SQL with simple, interactive exercises.
https://www.youtube.com/watch?v=p3qvj9hO_Bo
In this video we will cover everything you need to know about SQL in only 60 minutes.
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.
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