新浪微博推荐算法高级工程师-北京
社招全职1年以上新浪&微博地点:北京状态:招聘
任职要求
1、一年以上相关工作经验,计算机或数学相关专业; 2、精通机器学习和数据挖掘; 3、包括不限于多任务、多场景、图神经网络、因果推断、多模态、对比学习、强化学习等方向的经验优先 4、熟练使用C++开发线上代码,熟练使用一种脚本语言Python/Shell等,熟悉Linux基本开发环境,有扎实的数据结构和算法功底; 5、有大数据处理相关经验,熟悉Hadoop、Hive等相关操作; 6、有较强的分析和解决问题能力,有持续自我学习的能力和意愿,善于沟通和逻辑表达; 7、有知名企业推荐算法相关经验优先。
工作职责
1、支持微博首页推荐及其他场景的推荐系统相关算法研发; 2、基于海量微博内容数据、行为数据,进行大规模机器学习算法的研究,持续提升微博推荐核心业务指标; 3、对信息流推荐系统有浓厚兴趣,期望通过技术提高用户的信息获取能力和信息消费体验。
包括英文材料
机器学习+
https://www.youtube.com/watch?v=0oyDqO8PjIg
Learn about machine learning and AI with this comprehensive 11-hour course from @LunarTech_ai.
https://www.youtube.com/watch?v=i_LwzRVP7bg
Learn Machine Learning in a way that is accessible to absolute beginners.
https://www.youtube.com/watch?v=NWONeJKn6kc
Learn the theory and practical application of machine learning concepts in this comprehensive course for beginners.
https://www.youtube.com/watch?v=PcbuKRNtCUc
Learn about all the most important concepts and terms related to machine learning and AI.
数据挖掘+
https://www.youtube.com/watch?v=-bSkREem8dM
Database vs Data Warehouse vs Data Lake
https://www.youtube.com/watch?v=7rs0i-9nOjo
因果推断+
https://web.stanford.edu/~swager/causal_inf_book.pdf
How best to understand and characterize causality is an age-old question in philosophy.
强化学习+
https://cloud.google.com/discover/what-is-reinforcement-learning?hl=en
Reinforcement learning (RL) is a type of machine learning where an "agent" learns optimal behavior through interaction with its environment.
https://huggingface.co/learn/deep-rl-course/unit0/introduction
This course will teach you about Deep Reinforcement Learning from beginner to expert. It’s completely free and open-source!
https://www.kaggle.com/learn/intro-to-game-ai-and-reinforcement-learning
Build your own video game bots, using classic and cutting-edge algorithms.
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
脚本+
[英文] Scripting language
https://en.wikipedia.org/wiki/Scripting_language
https://zhuanlan.zhihu.com/p/571097954
一个脚本通常是解释执行而非编译。脚本语言通常都有简单、易学、易用的特性,目的就是希望能让程序员快速完成程序的编写工作。
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.
Bash+
[英文] The Bash Guide
https://guide.bash.academy/
A quality-driven guide through the shell's many features.
https://www.youtube.com/watch?v=tK9Oc6AEnR4
Understanding how to use bash scripting will enhance your productivity by automating tasks, streamlining processes, and making your workflow more efficient.
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
数据结构+
https://www.youtube.com/watch?v=8hly31xKli0
In this course you will learn about algorithms and data structures, two of the fundamental topics in computer science.
https://www.youtube.com/watch?v=B31LgI4Y4DQ
Learn about data structures in this comprehensive course. We will be implementing these data structures in C or C++.
https://www.youtube.com/watch?v=CBYHwZcbD-s
Data Structures and Algorithms full course tutorial java
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/
Hadoop+
https://www.runoob.com/w3cnote/hadoop-tutorial.html
Hadoop 为庞大的计算机集群提供可靠的、可伸缩的应用层计算和存储支持,它允许使用简单的编程模型跨计算机群集分布式处理大型数据集,并且支持在单台计算机到几千台计算机之间进行扩展。
[英文] Hadoop Tutorial
https://www.tutorialspoint.com/hadoop/index.htm
Hadoop is an open-source framework that allows to store and process big data in a distributed environment across clusters of computers using simple programming models.
Hive+
[英文] Hive Tutorial
https://www.tutorialspoint.com/hive/index.htm
Hive is a data warehouse infrastructure tool to process structured data in Hadoop. It resides on top of Hadoop to summarize Big Data, and makes querying and analyzing easy.
https://www.youtube.com/watch?v=D4HqQ8-Ja9Y
相关职位
社招MEG
-参与百度APP等多产品线的综合Feed流推荐系统核心策略的研发工作 -通过对数据的敏锐洞察,深入挖掘产品潜在价值和需求,通过技术创新推动产品成长 -在个性化推荐的场景下,将人工智能前沿技术与业务相结合,使百度Feed流推荐成为更懂用户、更贴心的产品 -负责业界领先推荐算法的调研和评估,通过超大规模深度学习、进化学习等技术对产品目标建模
更新于 2025-01-20
社招F2EV
1、负责抖音推荐Feed&同城Feed里生活服务相关视频、图文、直播的推荐,建设繁荣健康的生活服务内容生态; 2、将最前沿的机器学习技术应用到抖音的本地生活业务场景,优化用户体验促进业务发展; 3、研究方向包含且不局限于:深度学习、图神经网络、多任务学习、Learning to rank等,结合业务的实际问题来做好技术的探索和研究; 4、和产品、运营等团队紧密合作,探索算法在本地生活业务上的落地场景,影响产品发展方向,甚至可以深度分析短视频对本地生活行业的影响,通过调整算法策略来促进行业的发展和变革。
更新于 2022-03-02
社招DQ7V
1、在这里,能接触字节跳动最新、业界前沿的推荐技术,能经历超大规模机器学习系统与推荐系统的全栈开发; 2、能够通过利用前沿技术优化抖音推荐Feed的核心模块,包括排序模型,多目标,召回,冷启动,探索等; 3、目前主要的研究方向包括:深度图神经网络,序列化学习,智能深度索引,深度强化学习,learning to rank,多任务学习,模型压缩与加速,automl,多模态推荐等。
更新于 2022-02-18