阿里巴巴供应链产品技术部-大模型预测算法专家-杭州
社招全职3年以上地点:杭州状态:招聘
工作描述
任职要求 1. 计算机科学、统计学、运筹优化、机器学习、人工智能等相关专业硕士或以上学历; 2. 熟练掌握 Python,熟悉 PyTorch/TensorFlow 等深度学习框架,具备大规模分布式训练与推理经验;熟悉 SQL、Spark/Hadoop/Flink 等大数据处理工具,能高效处理海量电商数据; 3. 扎实的时序预测基础,熟悉至少一类主流方法:统计模型(ARIMA/Prophet)、深度学习模型(DeepAR、TFT、N-BEATS、PatchTST 等)、时序基础模型(Chronos、TimesFM、MOIRAI 等); 4. 熟悉因果推断基础方法,如因果图、工具变量(IV)、双重差分(DID)、因果森林、Uplift Modeling 等;对营销组合建模、价格弹性、促销效应估计、新品冷启动预测有实际项目经验者优先; 5. 具备业务抽象与建模能力,能够将复杂业务场景分解、抽象为标准化业务模型,并面向业务问题进行算法建模;具备电商、零售、供应链或时尚行业(Fa…
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包括英文材料
运筹优化+
https://medium.com/gousto-engineering-techbrunch/an-introduction-to-operations-research-5a9e898b6c60
Operations research (OR) is a scientific approach to determining the optimal solution to a defined business problem.
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.
学历+
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.
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.
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.
深度学习+
https://d2l.ai/
Interactive deep learning book with code, math, and discussions.
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.
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