阿里巴巴供应链产品技术部-大模型决策算法专家-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. 运筹优化、机器学习、人工智能、计算机科学、工业工程、物流工程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、推理优化与工程部署经验;熟悉 SQL、Spark/Hadoop/Flink 等大数据处理工具,能高效处理海量电商供应链数据; 3. 扎实的供应链决策优化基础,熟悉库存优化、补货策略、网络优化、调度优化、路径优化、仓储优化、供应链仿真等至少一个方向; 4. 熟悉运筹优化方法,如混合整数规划(MIP/MILP)、线性规划、动态规划、随机优化、元启发式算法等;熟悉大语言模型相关技术,如预训练(CPT)、后训练(SFT/DPO/RLHF)、PE、LLM Agent、RAG、推理增强等;有 LLM 在供应链垂直领域落地经验者优先; 5. 具备业务抽象与建模能力,能够将复杂的供应链决策问题分解、抽象成可求解的数学模型或学习模型;具备电商、零售、供应链领域的计划优化(补货、调拨、S&OP)、物流优化(仓储、运输、履约)等实际算法经验者优先; 6. 有将复杂学术成果转化为工业级方案并在真实业务中规模化落…
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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.
Spark+
[英文] Learning Spark Book
https://pages.databricks.com/rs/094-YMS-629/images/LearningSpark2.0.pdf
This new edition has been updated to reflect Apache Spark’s evolution through Spark 2.x and Spark 3.0, including its expanded ecosystem of built-in and external data sources, machine learning, and streaming technologies with which Spark is tightly integrated.
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