TCL数据治理资深工程师(XQ250918009)
社招全职5年以上职能平台类地点：深圳状态：停招♡ 收藏
工作描述
任职要求 1、计算机科学、软件工程、数据科学、数学、人工智能等相关专业，本科及以上学历，硕博士优先 2、5 年以上 数据工程 / AI 数据处理经验，2 年以上 制造业或工业互联网数据项目经验。 3、精通 Python / SQL 及常用大数据处理框架（Spark、Flink、Airflow、Kafka） 4、熟悉多模态数据处理流程（图像、视频、时间序列、CAD/3D、文本），并能实现跨模态对齐 5、掌握常见的机器学习算法（如回归、分类、聚类、降维）和深度学习算法（如CNN、RNN、Transformer） 6、熟悉常用的机器学习和深度学习框架（如Scikit-learn、PyTorch） 7、具备自动化数据质量监控与数据治理落地经验，有构建 Feature …
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包括英文材料
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.
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.
Spark+
[英文] Learning Spark Book
https://pages.databricks.com/rs/094-YMS-629/images/LearningSpark2.0.pdf
This new edition has been updated to reflect Apache Spark’s evolution through Spark 2.x and Spark 3.0, including its expanded ecosystem of built-in and external data sources, machine learning, and streaming technologies with which Spark is tightly integrated.
Flink+
https://nightlies.apache.org/flink/flink-docs-release-2.0/docs/learn-flink/overview/
This training presents an introduction to Apache Flink that includes just enough to get you started writing scalable streaming ETL, analytics, and event-driven applications, while leaving out a lot of (ultimately important) details.
https://www.youtube.com/watch?v=WajYe9iA2Uk&list=PLa7VYi0yPIH2GTo3vRtX8w9tgNTTyYSux
Today’s businesses are increasingly software-defined, and their business processes are being automated. Whether it’s orders and shipments, or downloads and clicks, business events can always be streamed. Flink can be used to manipulate, process, and react to these streaming events as they occur.
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.
Kafka+
https://developer.confluent.io/what-is-apache-kafka/
https://www.youtube.com/watch?v=CU44hKLMg7k
https://www.youtube.com/watch?v=j4bqyAMMb7o&list=PLa7VYi0yPIH0KbnJQcMv5N9iW8HkZHztH
In this Apache Kafka fundamentals course, we introduce you to the basic Apache Kafka elements and APIs, as well as the broader Kafka ecosystem.
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