小米测试工程师-实习
实习兼职地点：北京状态：招聘
任职要求
1、本科及以上学历，计算机、数学、统计学、模式识别、图像处理等相关方向； 2、熟悉Testrail、Jira等测试管理工具，熟悉Linux常用指令，熟悉C/C++、Java、Python任一编程语言 3、对当前AIGC大模型算法评估有成体系的方法论，主客观评价方法都较为精通，对主流AIGC大模型算法的评价指标较为了解 4、有AI图像、自然语言（NLU,NLG）、多模态等一种或多种算法的评估测试经验，有大模型方面测试经验优先； 5、关注CVPR，NeurIPS， AAAI等AI相关顶会的最新动态，对其中优秀论文能动手复现 6、工作积极主动，具备良好的团队沟通和协作能力、自我驱动和创新能力
工作职责
1、负责AI算法效果的测试 2、根据算法原理和用户场景，设计并构建数据集，进行全面，准确、高效的算法效果评估 3、根据测试需求或测试用例模拟测试场景、执行测试，协助进行bug跟踪和回归测试，保证产品质量 4、根据用户体验需求，制定AI算法的评估指标体系和质量标准 5、开发AI算法效果评测工具，提升算法测试效率
包括英文材料
学历+
模式识别+
https://www.mathworks.com/discovery/pattern-recognition.html
Pattern recognition is the process of classifying input data into objects, classes, or categories using computer algorithms based on key features or regularities.
https://www.microsoft.com/en-us/research/wp-content/uploads/2006/01/Bishop-Pattern-Recognition-and-Machine-Learning-2006.pdf
Pattern recognition has its origins in engineering, whereas machine learning grew out of computer science.
图像处理+
https://opencv.org/blog/computer-vision-and-image-processing/
This fascinating journey involves two key fields: Computer Vision and Image Processing.
https://www.geeksforgeeks.org/python/image-processing-in-python/
Image processing involves analyzing and modifying digital images using computer algorithms.
https://www.youtube.com/watch?v=kSqxn6zGE0c
In this Introduction to Image Processing with Python, kaggle grandmaster Rob Mulla shows how to work with image data in python!
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
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.
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
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.
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.
AIGC+
https://ui.adsabs.harvard.edu/abs/2023arXiv230406632W/abstract
To address the challenges of digital intelligence in the digital economy, artificial intelligence-generated content (AIGC) has emerged.
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
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/
CVPR+
https://cvpr.thecvf.com/
NeurIPS+
https://neurips.cc/
AAAI+
https://aaai.org/
The Association for the Advancement of Artificial Intelligence (AAAI) is the premier scientific society dedicated to advancing the scientific understanding of the mechanisms underlying thought and intelligent behavior and their embodiment in machines.
相关职位
实习
1、负责AI算法效果的测试 2、根据算法原理和用户场景，设计并构建数据集，进行全面，准确、高效的算法效果评估 3、根据测试需求或测试用例模拟测试场景、执行测试，协助进行bug跟踪和回归测试，保证产品质量 4、根据用户体验需求，制定AI算法的评估指标体系和质量标准 5、开发AI算法效果评测工具，提升算法测试效率
更新于 2025-06-18
实习
1、负责AI算法效果的测试 2、根据算法原理和用户场景，设计并构建数据集，进行全面，准确、高效的算法效果评估 3、根据测试需求或测试用例模拟测试场景、执行测试，协助进行bug跟踪和回归测试，保证产品质量 4、根据用户体验需求，制定AI算法的评估指标体系和质量标准 5、开发AI算法效果评测工具，提升算法测试效率
更新于 2025-09-02
实习
1.参与AI系统（如机器学习模型、NLP/CV应用、大语言模型等）的质量保障工作，设计并执行测试用例； 2.针对AI模型特性，完成性能测试（如推理速度、资源占用）、效果测试（如准确率、召回率）及稳定性测试（如对抗样本鲁棒性、数据漂移检测）； 3.开发自动化测试脚本，搭建测试工具链，提升AI模型迭代效率； 4.分析测试结果，定位AI模型或数据问题，与算法/工程团队协作优化解决方案； 5.探索AI测试前沿技术（如模型可解释性测试、公平性评估等），推动测试流程标准化； 6.探索AI辅助测试落地测试项目。
更新于 2025-06-10