阿里巴巴数据技术及产品部-具身智能数据平台研发工程师-杭州
社招全职3年以上技术类-开发地点：杭州状态：招聘
工作描述
任职要求 1. 计算机系或者相关方向本科及以上学历 2. 3年以上后端/数据工程经验，熟悉分布式任务调度框架（Ray / Celery / Airflow / 自研调度器） 3. 熟悉大规模多模态数据处理：高性能序列化（Parquet / HDF5 / TFRecord / WebDataset）、对象存储、数据湖架构 4. 具备GPU集群管理经验：了解多GPU资源分配、显存监控、任务队列管理 5. 编程能力强（Python为主，Go/Rust加分），有生产级数据系统的设计与运维经验 加分项 1. 有机器人多模态数据处理经验（视觉、力觉、本体感知等），理解不同传感器数据的采集机…
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包括英文材料
学历+
Ray+
https://github.com/ray-project/ray
Ray consists of a core distributed runtime and a set of AI Libraries for accelerating ML workloads.
https://www.youtube.com/watch?v=FhXfEXUUQp0
In this video, I'll teach you everything you need to know about Apache Ray!
https://www.youtube.com/watch?v=fMiAyj2kgac
Using powerful machine learning algorithms is easy using Ray.io and Python.
https://www.youtube.com/watch?v=q_aTbb7XeL4
Parallel and Distributed computing sounds scary until you try this fantastic Python library.
Celery+
https://docs.celeryq.dev/en/stable/getting-started/first-steps-with-celery.html
Celery is a task queue with batteries included.
https://lip17.medium.com/hands-on-learn-python-celery-in-30-minutes-9544aabb70b1
As someone totally new to Celery (and Python), I spent several days on it and here I want to share what I learned with hands on experiment in the shortest length.
https://realpython.com/videos/python-celery-basics/
Creating Asynchronous Tasks With Celery and Django
https://www.youtube.com/watch?v=VRHVEporra0
Learn how to use Celery in Python to run background tasks.
Airflow+
[英文] Tutorials - Airflow
https://airflow.apache.org/docs/apache-airflow/stable/tutorial/index.html
Once you have Airflow up and running with the Quick Start, these tutorials are a great way to get a sense for how Airflow works.
https://www.youtube.com/watch?v=K9AnJ9_ZAXE
In this 2-hour Airflow Tutorial for Beginners Full Course, we combine theory explanation and practical demos to help you get started quickly as an absolute beginner.
Parquet+
https://www.youtube.com/watch?v=KLFadWdomyI
Learn all about Apache Parquet, a column-based file format that's popular in the Hadoop/Spark ecosystem.
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.
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