百度机器学习/数据挖掘/自然语言处理工程师（J78404）
社招全职1年以上MEG地点：北京状态：招聘
任职要求
-热爱互联网，对技术研究和应用抱有浓厚的兴趣，有强烈的上进心和求知欲，善于学习和运用新知识 -具有一个或多个领域的理论背景和实践经验：机器学习/数据挖掘/深度学习/信息检索/自然语言处理/机制设计/博弈论 -至少精通一门编程语言，熟悉网络编程、多线程、分布式编程技术，对数据结构和算法设计有较为深刻的理解 -良好的逻辑思维能力，对数据敏感，能够发现关键数据、抓住核心问题 -较强的沟通能力和逻辑表达能力，具备良好的团队合作精神和主动沟通意识 -深入理解机器学习常用组件（CNN/RNN/Transformer/BERT/ERNIE/LLM等）的原理，有1年以上机器学习相关项目或研究经验优先 熟练掌握常用数据结构及算法，熟悉JAVA/C++/GO等语言编程，有一定编程经验优先 -熟练使用至少一门脚本语言，如python，linux shell，熟悉linux操作系统，能胜任在linux操作系统上工作优先 -熟练使用SQL语言进行常用的数据查询、分析操作优先 -有强烈的责任心和团队配合意识及能力，并有较强的解决问题能力优先 -熟悉海量数据处理、最优化算法、分布式计算或高性能并行计算，有相关项目经验优先
工作职责
-研究数据挖掘或统计学习领域的前沿技术,并用于实际问题的解决和优化 -大规模机器学习算法研究及并行化实现,为各种大规模机器学习应用研发核心技术 -通过对数据的敏锐洞察,深入挖掘产品潜在价值和需求,进而提供更有价值的产品和服务,通过技术创新推动产品成长 -负责对搜索、商业广告、运营活动、电商交易等场景风控策略及模型进行迭代、研究与探索，建设业内领先的反作弊、风控算法系统
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
深度学习+
https://d2l.ai/
Interactive deep learning book with code, math, and discussions.
信息检索+
https://nlp.stanford.edu/IR-book/information-retrieval-book.html
Christopher D. Manning, Prabhakar Raghavan and Hinrich Schütze, Introduction to Information Retrieval, Cambridge University Press. 2008.
NLP+
https://www.youtube.com/watch?v=fNxaJsNG3-s&list=PLQY2H8rRoyvzDbLUZkbudP-MFQZwNmU4S
Welcome to Zero to Hero for Natural Language Processing using TensorFlow!
https://www.youtube.com/watch?v=R-AG4-qZs1A&list=PLeo1K3hjS3uuvuAXhYjV2lMEShq2UYSwX
Natural Language Processing tutorial for beginners series in Python.
https://www.youtube.com/watch?v=rmVRLeJRkl4&list=PLoROMvodv4rMFqRtEuo6SGjY4XbRIVRd4
The foundations of the effective modern methods for deep learning applied to NLP.
网络编程+
https://www.youtube.com/watch?v=2HrYIl6GpYg
I will make a simple HTTP web server with the C Programming Language.
https://www.youtube.com/watch?v=8z6okCgdREo
This tutorial is for Gophers who have written a command line or an API application, but have little to no experience in lower-level concepts like reading and writing to sockets, working with channels, and managing multiple goroutines.
https://www.youtube.com/watch?v=bdIiTxtMaKA&list=PL9IEJIKnBJjH_zM5LnovnoaKlXML5qh17
https://www.youtube.com/watch?v=bzja9fQWzdA
Implement the ubiquitous TCP protocol that underlies much of the traffic on the internet!
[英文] 📺Network Programming with Python Course (build a port scanner, mailing client, chat room, DDOS)
https://www.youtube.com/watch?v=FGdiSJakIS4
Learn network programming in Python by building four projects. You will learn to build a mailing client, a DDOS script, a port scanner, and a TCP Chat Room.
https://www.youtube.com/watch?v=gntyAFoZp-E
https://www.youtube.com/watch?v=JiuouCJQzSQ
Explore the fundamentals of networking in Rust by building a simple TCP server.
https://www.youtube.com/watch?v=JRTLSxGf_6w
https://www.youtube.com/watch?v=sFizpxHkIlI
In this video we'll cover SOCKET PROGRAMMING in JAVA.
https://www.youtube.com/watch?v=sXW_sNGvqcU
多线程+
https://liaoxuefeng.com/books/java/threading/basic/index.html
和单线程相比，多线程编程的特点在于：多线程经常需要读写共享数据，并且需要同步。
https://www.youtube.com/watch?v=_uQgGS_VIXM&list=PLsc-VaxfZl4do3Etp_xQ0aQBoC-x5BIgJ
https://www.youtube.com/watch?v=IEEhzQoKtQU
https://www.youtube.com/watch?v=mTGdtC9f4EU&list=PLL8woMHwr36EDxjUoCzboZjedsnhLP1j4
https://www.youtube.com/watch?v=TPVH_coGAQs&list=PLk6CEY9XxSIAeK-EAh3hB4fgNvYkYmghp
https://www.youtube.com/watch?v=xPqnoB2hjjA
This video is an introduction to multithreading in modern C++.
https://www.youtube.com/watch?v=YKBwKy5PrpQ
Rust threading is easy to implement and improves the efficiency of your applications on multi-core systems!
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/
Transformer+
https://huggingface.co/learn/llm-course/en/chapter1/4
Breaking down how Large Language Models work, visualizing how data flows through.
https://poloclub.github.io/transformer-explainer/
An interactive visualization tool showing you how transformer models work in large language models (LLM) like GPT.
https://www.youtube.com/watch?v=wjZofJX0v4M
Breaking down how Large Language Models work, visualizing how data flows through.
BERT+
https://www.youtube.com/watch?v=xI0HHN5XKDo
Understand the BERT Transformer in and out.
大模型+
https://www.youtube.com/watch?v=xZDB1naRUlk
You will build projects with LLMs that will enable you to create dynamic interfaces, interact with vast amounts of text data, and even empower LLMs with the capability to browse the internet for research papers.
https://www.youtube.com/watch?v=zjkBMFhNj_g
Java+
https://www.youtube.com/watch?v=eIrMbAQSU34
Master Java – a must-have language for software development, Android apps, and more! ☕️ This beginner-friendly course takes you from basics to real coding skills.
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
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。
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.
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
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.
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.
相关职位
社招2年以上MEG
-团队描述 商业品牌策略研发组，隶属于百度移动生态事业群，致力于构建业界领先的品牌广告搜索引擎，负责包括开屏矩阵、品牌专区、信息流GD、品牌智能体等多个公司核心业务线，服务包括零售、美妆、服饰、汽车、3C等行业知名品牌客户。基于百度搜索、信息流亿级别的用户流量，设计实现大规模、高吞吐、低延时的分布式广告检索系统，处理在线、离线、近线等多种复杂业务场景；依托于海量的互联网数据，在触发排序策略、相关性模型、转化优化、流量预估、库存分配等方向，都有雄厚的积累和技术领先性；基于vue、react等业界主流前端框架，打造一站式的品牌样式生产平台，为品牌客户制作丰富、优质、炫酷的广告创意，给予百度用户优秀的视觉和交互体验；良好的团队技术氛围，定期的前沿技术分享与业务探讨，每一位同学在这里都能获得技术深度和业务广度的积累和成长 -研究数据挖掘或统计学习领域的前沿技术，并用于实际问题的解决和优化 -大规模机器学习算法研究及并行化实现，为各种大规模机器学习应用研发核心技术 -通过对数据的敏锐洞察，深入挖掘产品潜在价值和需求，进而提供更有价值的产品和服务，通过技术创新推动产品成长
更新于 2025-04-08
社招技术类
1.迭代召回及相关性算法能力，深入理解用户意图、挖掘广告内容信息，提升广告匹配效率 2.优化点击率、转化率模型效果，利用丰富的内容和用户行为数据，并结合实际业务场景，提升模型预估准确度 3.优化广告策略算法建设，深入理解广告机制，在智能出价、拍卖机制等方向上迭代策略，提升广告主投放体验 4.跟踪学习相关领域前沿进展，探索新技术在实际业务场景中的落地
更新于 2025-03-31
社招技术类
1. 迭代召回模型，提升个性化能力 2. 迭代相关性模型/Query意图模型，深入理解用户意图，平衡相关性和效率 3. 优化视频内容的多模态模型，深入理解视频内容信息，服务全链路算法模块 4. 优化点击率、各类转化率、时长模型效果，提升模型的个性化能力，优化准度 5. 优化全链路排序策略，更好的平衡多目标，提升搜索结果页质量以及长期目标，如搜索渗透和留存
更新于 2025-03-31
社招2年以上
负责优酷在视频搜索、AI搜索等业务的算法设计和优化，包括但不限于： 1、利用深度学习和运筹优化等技术，从相关性和个性化两方面优化优酷搜索的召回和粗排算法、流量调控机制等 2、基于多模态表征模型和视觉语言模型等增强内容理解，赋能更多搜索推荐模块和场景，提升内容尤其是腰尾部的分发效率 3、通过内容理解、RAG和工作流搭建，优化AI搜索的口语化模糊检索、剧情问答和定位等能力，并探索自主决策的智能体模型
更新于 2025-09-09