顺丰SJZ-机器学习高级工程师
社招全职5-10年地点:深圳状态:招聘
任职要求
1、熟练掌握常用机器学习算法,熟练掌握大数据挖掘,具备业务分析、模型选择评估和算法迭代能力; 2、硕士以上学历,计算机、数学、统计、人工智能等专业,3年以上工作经验,2年以上算法相关领域工作经验; 3、熟练掌握常用机器学习框架,如TensorFlow、kreas、pytorch等,至少精通一门编程语言,如Python、Java、C/C++等; 4、具备机器学习、深度学习相关工作经验,对机器学习优化算法原理及其应用有深入理解。有上下文推理、条件概率分布建模、深度网络结构设计、模型预训练学习经验者优先,…
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工作职责
1、负责大数据特征挖掘、数据建模,挖掘大数据价值并应用到物流供应链相关的预测业务场景中; 2、利用数据挖掘和机器学习建模技术,进行模型开发与部署应用; 3、负责海量数据分析、特征挖掘、算法选型迭代,就业务指标评估、解决方案和预测效果进行持续的分析和改进; 4、基于业务对接产品、研发团队,参与方案评估、策略分析和数学建模,开拓前沿建模技术并结合业务场景解决实际痛点。
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.
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/
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
学历+
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.
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.
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.freecodecamp.org/chinese/news/the-c-beginners-handbook/
本手册遵循二八定律。你将在 20% 的时间内学习 80% 的 C 编程语言。
https://www.youtube.com/watch?v=87SH2Cn0s9A
https://www.youtube.com/watch?v=KJgsSFOSQv0
This course will give you a full introduction into all of the core concepts in the C programming language.
https://www.youtube.com/watch?v=PaPN51Mm5qQ
In this complete C programming course, Dr. Charles Severance (aka Dr. Chuck) will help you understand computer architecture and low-level programming with the help of the classic C Programming language book written by Brian Kernighan and Dennis Ritchie.
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相关职位
社招5-10年
1、负责抽象顺丰营运业务需求,研发并实现针对降本增效目标的各类优化算法,包括但不限于资源调度、供需预测、路径规划、人员排班、装箱等; 2、负责挖掘核心业务流程中的优化点,建立优化模型并设计求解算法、对决策进行优化,协助拓展业务边界; 3、针对大规模数据量,使用分布式计算引擎实现业务需求,支持业务精细化营运。
更新于 2024-10-09深圳