阿里巴巴交通智能体 Harness 研发工程师
实习兼职阿里巴巴研究型实习生地点：北京状态：招聘
工作描述
任职要求 教育背景：计算机、软件工程、地理信息系统（GIS）、数据科学等相关专业，本科及以上学历。 核心开发能力：精通 Python（由于涉及大量数据处理和绘图库，Python 是绝对核心语言）。熟练掌握数据处理库（Pandas, NumPy, Geopandas）和常见的可视化渲染库（Matplotlib, Seaborn, Plotly, ECharts 等）。 数据流与时空数据经验：对时空数据有深刻理解。懂得如何将不同空间坐标系、不同时间分辨率的交通数据进行高效融合。有 ETL（数据抽取、转换、加载）管道设计经验者优先。 加分项（P…
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包括英文材料
GIS+
https://www.osgeo.org/resources/learn-gis-free-complete-course/
Learning GIS, especially a modern GIS approach, can seem overwhelming, but this video explains how to take a four-step process to learn modern GIS and some tools to help you get started!
https://www.youtube.com/watch?v=n9dDsYLIx1c
Learning GIS, especially a modern GIS approach, can seem overwhelming, but this video explains how to take a four-step process to learn modern GIS and some tools to help you get started!
数据科学+
https://roadmap.sh/ai-data-scientist
Step by step roadmap guide to becoming an AI and Data Scientist
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.
Pandas+
[英文] 10 minutes to pandas
https://pandas.pydata.org/docs/user_guide/10min.html
This is a short introduction to pandas, geared mainly for new users.
[英文] Cookbook - pandas
https://pandas.pydata.org/docs/user_guide/cookbook.html#cookbook
This is a repository for short and sweet examples and links for useful pandas recipes.
https://www.kaggle.com/learn/pandas
Solve short hands-on challenges to perfect your data manipulation skills.
https://www.youtube.com/watch?v=2uvysYbKdjM
I'm super excited for this one. We're doing another complete Python Pandas tutorial walkthrough.
https://www.youtube.com/watch?v=Mdq1WWSdUtw
Filtering, Joins, Indexing, Data Cleaning, Visualizations
NumPy+
https://numpy.org/doc/stable/user/absolute_beginners.html
NumPy (Numerical Python) is an open source Python library that’s widely used in science and engineering.
[英文] NumPy - Learn
https://numpy.org/learn/
Below is a curated collection of educational resources, both for self-learning and teaching others, developed by NumPy contributors and vetted by the community.
https://www.kaggle.com/code/themlphdstudent/learn-numpy-numpy-50-exercises-and-solution
This kernel uses exercises of NumPy from the Machine Learning Plus webpage
https://www.youtube.com/watch?v=KHoEbRH46Zk
If you've heard of Pandas and NumPy, you may think one is simply a superset of the other.
https://www.youtube.com/watch?v=QUT1VHiLmmI
Learn the basics of the NumPy library in this tutorial for beginners.
https://www.youtube.com/watch?v=VXU4LSAQDSc
This video serves as an introduction to the NumPy Python library.
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