拼多多搜索/推荐算法工程师(召回方向)
社招全职技术类地点:上海状态:招聘
任职要求
1 计算机、模式识别、数学或统计学等相关专业背景,本科及以上学历; 2 熟悉Linux开发环境,熟练掌握Java /Python/C++等至少一种开发语言,熟练掌握TensorFlow/Pytorch/Caffe/Mxnet等至少一种深度学习框架,有Hadoop/Spark等大数…
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工作职责
1 负责搜索/推荐召回算法的优化、场景技术方案的推进和落地。算法包含但不限于:向量检索技术、基于树、图、量化、聚类等的各类检索方案、图神经网络、深度表示学习、对比学习、样本增强、集成学习、learning to rank、多任务学习、强化学习、迁移学习、模拟器等。 2 分析海量用户行为序列,深度理解和表示用户长短时兴趣,精准召回商品,提升平台效率和用户体验。 3 熟悉常用的向量检索技术,能够根据业务特点设计和优化索引类型。 4 负责召回各通道融合和各级漏斗方案的设计和优化,以及粗排CTR/CVR/LTR模型的设计和优化。 5 追踪算法前沿技术,结合拼多多的业务特点,探索将前沿算法落地于搜索/推荐召回的实际业务。
包括英文材料
模式识别+
https://www.mathworks.com/discovery/pattern-recognition.html
Pattern recognition is the process of classifying input data into objects, classes, or categories using computer algorithms based on key features or regularities.
https://www.microsoft.com/en-us/research/wp-content/uploads/2006/01/Bishop-Pattern-Recognition-and-Machine-Learning-2006.pdf
Pattern recognition has its origins in engineering, whereas machine learning grew out of computer science.
学历+
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
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.
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
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.
深度学习+
https://d2l.ai/
Interactive deep learning book with code, math, and discussions.
还有更多 •••
相关职位
社招技术类
1 负责搜索/推荐召回相关的算法设计、场景技术方案规划,实现方案在业务系统中的落地。算法包含但不限于:向量检索技术、基于树、图、量化、聚类等的各类检索方案、图神经网络、深度表示学习、对比学习、样本增强、集成学习、learning to rank、多任务学习、强化学习、迁移学习、模拟器等。 2 分析海量用户行为序列,深度理解和表示用户长短时兴趣,精准召回商品,提升平台效率和用户体验。 3 熟悉常用的向量检索技术,能够根据业务特点设计和优化索引类型。 4 负责召回多通道融合和各级漏斗方案的设计和优化,以及粗排CTR/CVR/LTR模型的设计和优化。 5 具有较强的业务敏感性,能够自主分析数据发现问题,结合业务实际情况提出有创新性的解决方案,并落地带来业务收益。 6 追踪召回算法前沿技术,能够结合拼多多的业务特点,设计出实际可用的召回前沿技术落地方案,并拿到业务收益。
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