知乎AI Infra 工程师(28届)
实习兼职Data Innovation Center地点:深圳状态:招聘
工作描述
岗位职责 根据个人经验和团队方向,参与以下一个或多个方向: - 建设大模型预训练、微调及强化学习基础设施,支持多机多卡任务编排、资源调度、断点恢复和故障容错。 - 优化分布式训练性能,分析计算、通信、显存、数据读取和负载不均衡等瓶颈,提升 GPU 利用率与训练吞吐。 - 参与大模型推理服务和推理引擎研发,优化批处理、KV Cache、并行策略、模型加载、请求调度及显存管理。 - 建设 GPU 集群的任务调度、监控告警和可观测性能力,定位训练或推理过程中跨框架、网络、存储及硬件的复杂问题。 - 将重复的排障和交付过程沉淀为工具、自动化流程与工程规范,提升算法团队的实验和迭代效率。 - 跟进分布式训练、推理系统、AI 编译器和高性能计算方向的前沿工作,完成工程验证并推动落地。 任职要求 - 计算机、软件工程、人工智能、电子工程或相关专业,本科及以上学历。 - 具备扎实的计算机基础,理解操作系统、计算机网络、数据结构、并发编程中的基本概念。 - 熟悉 Linux 开发环境,熟练使用 Py…
登录查看完整工作描述
微信扫码,1秒登录
包括英文材料
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
强化学习+
https://cloud.google.com/discover/what-is-reinforcement-learning?hl=en
Reinforcement learning (RL) is a type of machine learning where an "agent" learns optimal behavior through interaction with its environment.
https://huggingface.co/learn/deep-rl-course/unit0/introduction
This course will teach you about Deep Reinforcement Learning from beginner to expert. It’s completely free and open-source!
https://www.kaggle.com/learn/intro-to-game-ai-and-reinforcement-learning
Build your own video game bots, using classic and cutting-edge algorithms.
推理引擎+
https://www.youtube.com/watch?v=_dvk75LEJ34
https://www.youtube.com/watch?v=XtT5i0ZeHHE
缓存+
https://hackernoon.com/the-system-design-cheat-sheet-cache
The cache is a layer that stores a subset of data, typically the most frequently accessed or essential information, in a location quicker to access than its primary storage location.
https://www.youtube.com/watch?v=bP4BeUjNkXc
Caching strategies, Distributed Caching, Eviction Policies, Write-Through Cache and Least Recently Used (LRU) cache are all important terms when it comes to designing an efficient system with a caching layer.
https://www.youtube.com/watch?v=dGAgxozNWFE
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/
学历+
数据结构+
https://www.youtube.com/watch?v=8hly31xKli0
In this course you will learn about algorithms and data structures, two of the fundamental topics in computer science.
https://www.youtube.com/watch?v=B31LgI4Y4DQ
Learn about data structures in this comprehensive course. We will be implementing these data structures in C or C++.
https://www.youtube.com/watch?v=CBYHwZcbD-s
Data Structures and Algorithms full course tutorial java
Linux+
https://ryanstutorials.net/linuxtutorial/
Ok, so you want to learn how to use the Bash command line interface (terminal) on Unix/Linux.
https://ubuntu.com/tutorials/command-line-for-beginners
The Linux command line is a text interface to your computer.
https://www.youtube.com/watch?v=6WatcfENsOU
In this Linux crash course, you will learn the fundamental skills and tools you need to become a proficient Linux system administrator.
https://www.youtube.com/watch?v=v392lEyM29A
Never fear the command line again, make it fear you.
https://www.youtube.com/watch?v=ZtqBQ68cfJc
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.
C+++
https://www.learncpp.com/
LearnCpp.com is a free website devoted to teaching you how to program in modern C++.
https://www.youtube.com/watch?v=ZzaPdXTrSb8
Go+
https://www.youtube.com/watch?v=8uiZC0l4Ajw
学习Golang的完整教程!从开始到结束不到一个小时,包括如何在Go中构建API的完整演示。没有多余的内容,只有你需要知道的知识。
Rust+
https://www.youtube.com/watch?v=BpPEoZW5IiY
In this comprehensive Rust course for beginners, you will learn about the core concepts of the language and underlying mechanisms in theory.
https://www.youtube.com/watch?v=lzKeecy4OmQ
Full Rust 101 Crash Course for beginners.
https://www.youtube.com/watch?v=rQ_J9WH6CGk
PyTorch+
https://datawhalechina.github.io/thorough-pytorch/
PyTorch是利用深度学习进行数据科学研究的重要工具,在灵活性、可读性和性能上都具备相当的优势,近年来已成为学术界实现深度学习算法最常用的框架。
https://www.youtube.com/watch?v=V_xro1bcAuA
Learn PyTorch for deep learning in this comprehensive course for beginners. PyTorch is a machine learning framework written in Python.
JAX+
https://docs.jax.dev/en/latest/notebooks/thinking_in_jax.html
JAX is a library for array-oriented numerical computation, with automatic differentiation and JIT compilation to enable high-performance machine learning research.
PaddlePaddle+
https://learnopencv.com/paddlepaddle/
PaddlePaddle (PArallel Distributed Deep LEarning) is an open-source deep learning framework released by Baidu in 2016.
https://www.paddlepaddle.org.cn/tutorials
本课程采用飞桨特色的「横纵式」 教学法,从易到难,学习难度逐层递进,并结合图形和案例进行讲解,力求让刚接触深度学习的读者可以快速理解。
深度学习+
https://d2l.ai/
Interactive deep learning book with code, math, and discussions.
还有更多 •••
相关职位
实习阿里巴巴2027
1. 基础条件: ● 计算机、软件工程等相关专业优先。 ● 热衷于数据结构和算法、在ACM大赛成绩优异者优先;有顶会论文/高影响项目/开源贡献者加分。 2. 专业能力: ● 系统工程与编程能力:具备良
更新于 2026-03-19北京|成都|广州
实习阿里巴巴日常实习
1. 硕士及以上学历,2026年11月1日以后毕业,计算机科学/人工智能/机器学习/自动化等相关专业,能连续实习3个月及以上; 2. 具备扎实的编程基础(C/CUDA/C++/Python),熟悉常用
更新于 2026-03-26北京
实习阿里巴巴2027
1. 基础条件: ● 计算机、软件工程、人工智能等相关专业优先。 ● 热衷于数据结构和算法,在 ACM/ICPC 等竞赛中成绩优异者优先。 ● 在系统、体系结构或 AI 领域顶会(如 OSDI, SO
更新于 2026-04-02北京|杭州|上海