苹果AI Data Scientist
社招全职Machine Learning and AI地点:上海状态:停招♡ 收藏
工作描述
任职要求 Minimum Qualifications • - 3+ years of experience in data science, machine learning, data analysis, or data modeling, with a strong focus on model evaluation, accuracy, and performance metrics. • - Familiarity with vector similarity search, retrieval-augmented generation(RAG) architectures, and LLM prompt evaluation techniques, with experience in integrating these methods into real-world applications • - Advanced programming skills in data manipulation, data processing, and building scalable data pipelines ( SQL & Python preferred). Experience with distributed computing is a plus • - Experience crafting, conducting, analyzing, and interpreting experiments and investigations. • - Comfort with ambiguity, with the ability to structure complex analysis and drive insights through data exploration and strategy research. Preferred Qualifications • - Experience working with multi-modal foundation models (e.g. GPT-4, Gemini 2.5, Claude 3/4, LLaVA, Flamingo) in practical application such as model training, evaluation, and optimization. • - Hands-on experience with LLMs and GenAI frameworks (e.g. LangChain, L…
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包括英文材料
RAG+
https://www.youtube.com/watch?v=sVcwVQRHIc8
Learn how to implement RAG (Retrieval Augmented Generation) from scratch, straight from a LangChain software engineer.
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!
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.
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