百度搜索算法工程师(J82911)
社招全职MEG地点:北京状态:招聘
任职要求
-教育背景: -计算机科学、人工智能、机器学习、数据科学等相关领域的硕士或博士学位 -技术技能: -熟悉大模型(如GPT、BERT等)的原理和应用,具备相关项目经验 -精通自然语言处理(NLP)、深度学习、机器学习等技术,具备丰富的算法设计和优化经验 -熟悉搜索排序算法、检索增强技术、用户意图理解等相关领域 -熟练掌握Python、C++等编程语言,具备扎实的算法和数据结构基础 -熟悉TensorFlow、PyTorch等深度学习框架 -项目经验: -有搜索策略、推荐系统、广告排序等相关领域的实际项目经验者优先 -具备大模型在搜索领域的应用经验者优先 -软技能: -具备良好的沟通能力和团队协作精神,能够与跨职能团队高效合作 -具备较强的学习能力和创新意识,能够快速掌握新技术并应用于实际业务场景
工作职责
-搜索首位智能化结果优化: -负责搜索首位结果的智能化优化,提升搜索结果的相关性和用户满意度 -利用大模型技术,优化搜索首位答案效果,确保首位结果能够精准匹配用户需求 -用户需求理解与延展满足: -通过自然语言处理(NLP)和深度学习技术,深入理解用户搜索意图,提升搜索结果的精准度 -探索用户需求的延展满足,提供超出用户预期的搜索结果,提升用户粘性 -检索增强与模型优化: -结合大模型技术,优化检索算法,提升搜索效率和准确性 -探索基于大模型的检索增强技术,提升搜索结果的相关性和多样性 -算法研究与创新: -跟踪学术界和工业界的最新进展,探索前沿算法在搜索领域的应用 -设计和实现创新的搜索策略算法,推动搜索技术的持续进步 -跨团队协作: -与产品经理、数据科学家、工程师等跨职能团队紧密合作,确保算法方案能够有效落地并产生实际业务价值
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.
数据科学+
https://roadmap.sh/ai-data-scientist
Step by step roadmap guide to becoming an AI and Data Scientist
学历+
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
GPT+
https://www.youtube.com/watch?v=kCc8FmEb1nY
We build a Generatively Pretrained Transformer (GPT), following the paper "Attention is All You Need" and OpenAI's GPT-2 / GPT-3.
BERT+
https://www.youtube.com/watch?v=xI0HHN5XKDo
Understand the BERT Transformer in and out.
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.
深度学习+
https://d2l.ai/
Interactive deep learning book with code, math, and discussions.
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/
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.
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
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
TensorFlow+
https://www.youtube.com/watch?v=tpCFfeUEGs8
Ready to learn the fundamentals of TensorFlow and deep learning with Python? Well, you’ve come to the right place.
https://www.youtube.com/watch?v=ZUKz4125WNI
This part continues right where part one left off so get that Google Colab window open and get ready to write plenty more TensorFlow code.
PyTorch+
https://datawhalechina.github.io/thorough-pytorch/
PyTorch是利用深度学习进行数据科学研究的重要工具,在灵活性、可读性和性能上都具备相当的优势,近年来已成为学术界实现深度学习算法最常用的框架。
https://www.youtube.com/watch?v=V_xro1bcAuA
Learn PyTorch for deep learning in this comprehensive course for beginners. PyTorch is a machine learning framework written in Python.
推荐系统+
[英文] Recommender Systems
https://www.d2l.ai/chapter_recommender-systems/index.html
Recommender systems are widely employed in industry and are ubiquitous in our daily lives.
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