钉钉钉钉-数据工程师-视觉AI数据方向
社招全职3年以上技术类-数据地点:杭州状态:招聘
工作描述
任职要求 "必须具备: ● 学历背景:计算机、数据科学、人工智能等相关专业本科及以上学历 ● 经验要求:3年以上AI数据工程或机器学习数据平台相关经验,至少主导过2个以上视觉AI项目的数据全流程建设,有真实边缘端视频AI项目数据支撑经验 ● 技术能力: ○ 熟练掌握Python、SQL等数据处理工具,熟悉常见数据库(MySQL、MongoDB等) ○ 熟悉计算机视觉数据标注工具与流程(如CVAT、Labelme、Label Studio等) ○ 理解常见视觉任务(目标检测、分割、跟踪、ReID等)的数据需求与评估指标 ○ 具备数据ETL、数据清洗、数据增强的实战经验 ○ 了解视觉大模型(如ViT、CLIP、SAM等)的数据需求特点 ● 工程素养: ○ 代码规范、系统设计能力强,熟悉CI/CD、容器化(Docker/K8s)、任务调度等工程实践 ○ 具备项目管理能力,能够协调算法、标注、业务等多方资源 ○ 良好的沟通能力,能够理解算法需求并转化为数据方案 优先考虑: ● 在智能零售、智慧餐饮、工业检测等领域有数据项目落地经验 ● 熟悉主流视觉模型训练流程,能够从数据视角优化模型性能 ● 有大规模数据标注项目管理经验(10万级以上样本) ● 有数据合成、主动学习、困难样本挖掘等实践经验 ● 熟悉数…
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包括英文材料
学历+
数据科学+
https://roadmap.sh/ai-data-scientist
Step by step roadmap guide to becoming an AI and Data Scientist
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.
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.
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.
MySQL+
https://juejin.cn/post/7190306988939542585
这是一篇 MySQL 通关一篇过硬核经验学习路线,包括数据库相关知识,SQL语句的使用,数据库约束,设计等。
[英文] MySQL Tutorial
https://www.mysqltutorial.org/
your go-to resource for mastering MySQL in a fast, easy, and enjoyable way.
https://www.youtube.com/watch?v=5OdVJbNCSso
MySQL SQL tutorial for beginners
https://www.youtube.com/watch?v=7S_tz1z_5bA
This beginner-friendly course teaches you SQL from scratch.
MongoDB+
https://learnxinyminutes.com/mongodb/
MongoDB is a NoSQL document database for high volume data storage.
https://studio3t.com/academy/#courses
The fastest way to learn MongoDB
https://www.youtube.com/watch?v=c2M-rlkkT5o
This video will give you and introduction to MongoDB in 1 Hour. Afterwards I recommend exploring aggregation, replication, and sharding.
https://www.youtube.com/watch?v=ExcRbA7fy_A&list=PL4cUxeGkcC9h77dJ-QJlwGlZlTd4ecZOA
You'll learn how to use MongoDB (a NoSQL database) from scratch. You'll also learn how to integrate it into a simple Node.js API.
OpenCV+
https://learnopencv.com/getting-started-with-opencv/
At LearnOpenCV we are on a mission to educate the global workforce in computer vision and AI.
https://opencv.org/university/free-opencv-course/
This free OpenCV course will teach you how to manipulate images and videos, and detect objects and faces, among other exciting topics in just about 3 hours.
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