腾讯腾讯云-存储多模态数据高级研发工程师
社招全职3年以上腾讯云-存储技术地点:深圳状态:招聘
工作描述
任职要求 1.本科及以上学历,计算机相关专业; 2.3年以上后台开发经验,大数据/数据管线相关经验优先; 3.熟练掌握 Python/Go/C++ 至少一门,熟悉 Linux 开发环境; 4.熟悉至少一种主流消息队列(Kafka/Pulsar/RocketMQ)、任务调度(Airflow/Celery)、存储系统(OSS/S3/HDFS); 5.熟悉分布式计算或大数据处理框架,了解Ray、Spark、Hadoop、Flink相关技术栈; 6.具备以下任一方向的实际项目经验:; 7.向量检索:HNSW / IVF / ScaNN 等索引原理与工程实现,Faiss / Milvus / Vespa 等系统使用或改造经验; 8.多模态数据处理:图像视频抽帧切片、音频 VAD/ASR 前后处理、文档版面解析、点云 / Mesh 格式处理; 9.AI 数据底座:Em…
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包括英文材料
学历+
后端开发+
https://www.youtube.com/watch?v=tN6oJu2DqCM&list=PLWKjhJtqVAbn21gs5UnLhCQ82f923WCgM
Learn what technologies you should learn first to become a back end web developer.
大数据+
https://www.youtube.com/watch?v=bAyrObl7TYE
https://www.youtube.com/watch?v=H4bf_uuMC-g
With all this talk of Big Data, we got Rebecca Tickle to explain just what makes data into Big Data.
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.
Go+
https://www.youtube.com/watch?v=8uiZC0l4Ajw
学习Golang的完整教程!从开始到结束不到一个小时,包括如何在Go中构建API的完整演示。没有多余的内容,只有你需要知道的知识。
C+++
https://www.learncpp.com/
LearnCpp.com is a free website devoted to teaching you how to program in modern C++.
https://www.youtube.com/watch?v=ZzaPdXTrSb8
Linux+
https://ryanstutorials.net/linuxtutorial/
Ok, so you want to learn how to use the Bash command line interface (terminal) on Unix/Linux.
https://ubuntu.com/tutorials/command-line-for-beginners
The Linux command line is a text interface to your computer.
https://www.youtube.com/watch?v=6WatcfENsOU
In this Linux crash course, you will learn the fundamental skills and tools you need to become a proficient Linux system administrator.
https://www.youtube.com/watch?v=v392lEyM29A
Never fear the command line again, make it fear you.
https://www.youtube.com/watch?v=ZtqBQ68cfJc
消息队列+
https://www.youtube.com/watch?v=xErwDaOc-Gs
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.
Pulsar+
https://pulsar.apache.org/docs/next/functions-develop-tutorial/
Write a function for word count.
https://www.baeldung.com/apache-pulsar
Apache Pulsar is a distributed open source Publication/Subscription based messaging system developed at Yahoo.
https://www.youtube.com/watch?v=TKs5T6N78Tc
Discover the seven key features of Apache Pulsar that make it perfect for providing a centralized messaging & data streaming service for an Enterprise.
RocketMQ+
https://www.baeldung.com/apache-rocketmq-spring-boot
In this tutorial, we’ll create a message producer and consumer using Spring Boot and Apache RocketMQ, an open-source distributed messaging and streaming data platform.
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.
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.
S3+
https://aws.amazon.com/s3/getting-started/
You can use Amazon S3 to store and retrieve any amount of data at any time, from anywhere.
https://www.youtube.com/watch?v=tfU0JEZjcsg
Amazon S3 is the oldest and one of the most popular services on AWS.
HDFS+
https://hadoop.apache.org/docs/r1.2.1/hdfs_design.html
The Hadoop Distributed File System (HDFS) is a distributed file system designed to run on commodity hardware.
https://www.ibm.com/cn-zh/think/topics/hdfs
Hadoop 分布式文件系统 (HDFS) 是一种管理大型数据集的文件系统,可在商用硬件上运行。
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