腾讯音乐腾讯音乐机器学习平台开发
社招全职3年以上集团部门-技术类地点:深圳状态:招聘
任职要求
1、本科及以上学历,计算机科学、软件工程、人工智能、统计学等相关专业,3年以上相关工作经验。 2、熟练掌握Python/golang/C++等至少一种编程语言,具备扎实的工程开发能力,熟悉常用的数据结构与算法。 3、深入理解机器学习基础理论与常用模型(如GBDT、Transformer等),有推荐系统、机器学习平台搭建相关经验者优先。 4、 具备模型加速、模型压缩相关实践经验,熟悉量化、剪枝、蒸馏等技术,了…
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工作职责
1、参与推荐平台中机器学习平台的搭建与迭代优化,负责平台核心模块的设计、开发与落地,保障平台的稳定性、高效性与可扩展性。 2、 聚焦模型性能提升与成本优化,主导模型加速技术(如量化、剪枝、蒸馏等)的研究与落地,持续降低模型训练及推理成本,提升部署效率。 3、参与生成式推荐相关工程架构的设计与实现,结合业务场景搭建生成式推荐的技术体系,支撑生成式推荐能力的快速落地。 4、参与分布式训练框架的搭建与优化,解决大规模数据下的模型训练效率、并行计算等问题,保障推荐模型的高效训练与迭代。 5、搭建并完善推荐能力链路,联动算法、工程团队,推动推荐模型从训练、部署到上线的全流程落地,提升推荐效果与业务转化。 6、跟踪行业前沿技术(机器学习、生成式AI、分布式计算等),将合适的技术方案引入团队,持续提升平台技术竞争力。
包括英文材料
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.
Go+
https://www.youtube.com/watch?v=8uiZC0l4Ajw
学习Golang的完整教程!从开始到结束不到一个小时,包括如何在Go中构建API的完整演示。没有多余的内容,只有你需要知道的知识。
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
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/
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.
GBDT+
https://developers.google.com/machine-learning/decision-forests/intro-to-gbdt
Like bagging and boosting, gradient boosting is a methodology applied on top of another machine learning algorithm.
https://scikit-learn.org/stable/modules/ensemble.html
Ensemble methods combine the predictions of several base estimators built with a given learning algorithm in order to improve generalizability / robustness over a single estimator.
Transformer+
https://huggingface.co/learn/llm-course/en/chapter1/4
Breaking down how Large Language Models work, visualizing how data flows through.
https://poloclub.github.io/transformer-explainer/
An interactive visualization tool showing you how transformer models work in large language models (LLM) like GPT.
https://www.youtube.com/watch?v=wjZofJX0v4M
Breaking down how Large Language Models work, visualizing how data flows through.
还有更多 •••