
商汤大装置-大模型框架产品测试工程师
社招全职测试开发地点:北京 | 上海状态:招聘
任职要求
1.计算机科学或相关专业本科及以上学历优先。 2.熟悉 Python 或 Shell 编程语言,有开发自动化测试框架的经验。 3.精通软件测试理论和实践,熟悉敏捷开发流程。 4.具备复杂系统(如分布式系统、微服务架构等)的端到端测试经验。 5.对机器学习、大模型及其应用场景有一定的了解。 6.熟悉容器化技术(如 Docker、Kubernetes)及相关虚拟化技术。 加分项: 1.有团队管理经验,能够带领测试团队完成复杂的项目目标。 2.熟悉 CI/CD 流程,有 Jenkins 或其他持续集成工具的使用经验。 3.拥有云计算平台(如 AWS、Azure、阿里云等)的相关经验。 4.在大模型领域有实际测试经验者优先。
工作职责
我们正在寻找一位经验丰富、技术全面的 大模型框架产品测试工程师(QA),负责保障公司AI框架产品的高质量交付。 该岗位需要候选人具备出色的沟通表达能力、抗压能力和执行力,同时拥有复杂系统的端到端测试经验以及对机器学习和大模型领域的深刻理解。 您将与研发团队紧密合作,设计并实施高效的测试策略,确保产品的功能、性能和稳定性达到行业领先水平。 主要职责 1. 测试策略制定:参与产品需求分析,制定端到端测试计划,设计测试用例,并执行功能测试、性能测试和兼容性测试。 2. 自动化测试开发:使用 Python、Shell 等编程语言,开发和维护自动化测试框架及脚本,提升测试效率。 3. 质量保障:识别潜在的质量风险,推动问题解决,确保产品在不同环境下的稳定性和可靠性。技术研究:深入理解机器学习、大模型及相关技术栈,探索新的测试方法和技术工具。 4. 团队协作:与开发、产品经理和其他部门高效沟通,确保测试工作的顺利推进。 5. 结果汇报:定期向上级和利益相关方清晰汇报测试进展和质量问题。
包括英文材料
学历+
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.
Bash+
[英文] The Bash Guide
https://guide.bash.academy/
A quality-driven guide through the shell's many features.
https://www.youtube.com/watch?v=tK9Oc6AEnR4
Understanding how to use bash scripting will enhance your productivity by automating tasks, streamlining processes, and making your workflow more efficient.
分布式系统+
https://www.distributedsystemscourse.com/
The home page of a free online class in distributed systems.
https://www.youtube.com/watch?v=7VbL89mKK3M&list=PLOE1GTZ5ouRPbpTnrZ3Wqjamfwn_Q5Y9A
微服务+
https://learn.microsoft.com/en-us/training/modules/dotnet-microservices/
Microservice applications are composed of small, independently versioned, and scalable customer-focused services that communicate with each other by using standard protocols and well-defined interfaces.
https://microservices.io/
Microservices - also known as the microservice architecture - is an architectural style that structures an application as a collection of two or more services.
https://spring.io/microservices
Building small, self-contained, ready to run applications can bring great flexibility and added resilience to your code.
https://www.ibm.com/think/topics/microservices
Microservices, or microservices architecture, is a cloud-native architectural approach in which a single application is composed of many loosely coupled and independently deployable smaller components or services.
https://www.youtube.com/watch?v=CqCDOosvZIk
https://www.youtube.com/watch?v=hmkF77F9TLw
Learn about software system design and microservices.
机器学习+
https://www.youtube.com/watch?v=0oyDqO8PjIg
Learn about machine learning and AI with this comprehensive 11-hour course from @LunarTech_ai.
https://www.youtube.com/watch?v=i_LwzRVP7bg
Learn Machine Learning in a way that is accessible to absolute beginners.
https://www.youtube.com/watch?v=NWONeJKn6kc
Learn the theory and practical application of machine learning concepts in this comprehensive course for beginners.
https://www.youtube.com/watch?v=PcbuKRNtCUc
Learn about all the most important concepts and terms related to machine learning and AI.
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
Docker+
https://www.youtube.com/watch?v=GFgJkfScVNU
Master Docker in one course; learn about images and containers on Docker Hub, running multiple containers with Docker Compose, automating workflows with Docker Compose Watch, and much more. 🐳
https://www.youtube.com/watch?v=kTp5xUtcalw
Learn how to use Docker and Kubernetes in this complete hand-on course for beginners.
Kubernetes+
https://kubernetes.io/docs/tutorials/kubernetes-basics/
This tutorial provides a walkthrough of the basics of the Kubernetes cluster orchestration system.
https://kubernetes.io/zh-cn/docs/tutorials/kubernetes-basics/
本教程介绍 Kubernetes 集群编排系统的基础知识。每个模块包含关于 Kubernetes 主要特性和概念的一些背景信息,还包括一个在线教程供你学习。
https://www.youtube.com/watch?v=s_o8dwzRlu4
Hands-On Kubernetes Tutorial | Learn Kubernetes in 1 Hour - Kubernetes Course for Beginners
https://www.youtube.com/watch?v=X48VuDVv0do
Full Kubernetes Tutorial | Kubernetes Course | Hands-on course with a lot of demos
CI+
https://www.ibm.com/cn-zh/think/topics/continuous-integration
持续集成 (CI) 是一种软件开发实践,开发人员在整个开发周期中会定期将新的代码和代码变更集成到中央代码存储库中。它是 DevOps 和敏捷方法的关键组成部分。
https://www.youtube.com/watch?v=42UP1fxi2SY
CD+
https://www.redhat.com/zh-cn/topics/devops/what-is-ci-cd
CI/CD 是持续集成和持续交付/部署的缩写,旨在简化并加快软件开发生命周期。
https://www.youtube.com/watch?v=R8_veQiYBjI&list=PLy7NrYWoggjzSIlwxeBbcgfAdYoxCIrM2
Jenkins+
https://www.youtube.com/watch?v=f4idgaq2VqA
AWS+
https://aws.amazon.com/
Amazon Web Services offers reliable, scalable, and inexpensive cloud computing services. Free to join, pay only for what you use.
Azure+
https://azure.microsoft.com/
Invent with purpose, realize cost savings, and make your organization more efficient with Microsoft Azure’s open and flexible cloud computing platform.
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