蚂蚁金服蚂蚁集团-数据产品经理-具身智能机器人方向
社招全职3年以上LB技术-数据地点：上海状态：招聘
工作描述
任职要求 1.经验背景：3-8 年数据/算法/平台产品经验；有机器人、自动驾驶、智能硬件或物流自动化经历更佳。 2.领域理解：了解具身智能与机器人基本栈，了解机器人系统与ai核心算法。 3.数据功底：理解数据全生命周期与治理；能清晰定义指标与流程。 4.特质：脚踏实地、有想法、好奇心强，能在不确定性中推进，沟通表达清晰。 加分项: 1.有多传感器与机器人数据实战（RGBD/LiDAR/IMU/力矩/关节状态）、仿真合成与域随机化经验。 2.熟悉 MLOps/数据治理工具（例：W&B/MLflow、Airflow/Flyte、DataHub、Great Expecta…
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包括英文材料
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/
自动驾驶+
https://www.youtube.com/watch?v=_q4WUxgwDeg&list=PL05umP7R6ij321zzKXK6XCQXAaaYjQbzr
Lecture: Self-Driving Cars (Prof. Andreas Geiger, University of Tübingen)
https://www.youtube.com/watch?v=NkI9ia2cLhc&list=PLB0Tybl0UNfYoJE7ZwsBQoDIG4YN9ptyY
You will learn to make a self-driving car simulation by implementing every component one by one. I will teach you how to implement the car driving mechanics, how to define the environment, how to simulate some sensors, how to detect collisions and how to make the car control itself using a neural network.
数据治理+
https://www.ibm.com/think/topics/data-governance
Data governance is the data management discipline that focuses on the quality, security and availability of an organization’s data.
https://www.youtube.com/watch?v=uPsUjKLHLAg
Building data fabric eliminates the technological complexities of data governance so users can connect to the right data at the right time, regardless of where it resides.
MLflow+
https://mlflow.org/docs/latest/ml/getting-started/
If you're new to MLflow or seeking a refresher on its core functionalities, the quickstart tutorials here are the perfect starting point.
https://mlflow.org/docs/latest/ml/tutorials-and-examples/
Here you'll find a curated set of resources to help you get started and deepen your knowledge of MLflow.
https://www.youtube.com/watch?v=cjeCAoW83_U
This is a video version of the MLFlow Quickstart guide.
https://www.youtube.com/watch?v=DnpEA1XaYlI
MLflow is designed to simplify the challenges of managing the machine learning lifecycle.
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.
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