腾讯混元大模型数据挖掘算法工程师(深圳)
社招全职TEG技术地点:北京状态:招聘
任职要求
1.计算机相关专业优先,熟悉 python/c++编程语言; 2.有数据工程或相关领域的工作经验,具备一定的机器学习算法基础,了解NLP 类似bert等模型; 3.…
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工作职责
1.基于大模型训练对于数据的需求进行互联网数据抓取,对提供给大模型训练/搜索等场景的语料进行清洗,提升语料纯度; 2.建设对标业内前沿的大模型训练数据集和数据清洗能力,提升数据质量和多样性,并验证数据价值和效果。
包括英文材料
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
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/
NLP+
https://www.youtube.com/watch?v=fNxaJsNG3-s&list=PLQY2H8rRoyvzDbLUZkbudP-MFQZwNmU4S
Welcome to Zero to Hero for Natural Language Processing using TensorFlow!
https://www.youtube.com/watch?v=R-AG4-qZs1A&list=PLeo1K3hjS3uuvuAXhYjV2lMEShq2UYSwX
Natural Language Processing tutorial for beginners series in Python.
https://www.youtube.com/watch?v=rmVRLeJRkl4&list=PLoROMvodv4rMFqRtEuo6SGjY4XbRIVRd4
The foundations of the effective modern methods for deep learning applied to NLP.
BERT+
https://www.youtube.com/watch?v=xI0HHN5XKDo
Understand the BERT Transformer in and out.
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社招2年以上AI技术
1.数据特征算法:负责海量文本&多模态数据(图像,视频,音频,3D)的内容理解(如分类标签体系、embedding表征、Caption生成等),质量检测(低质识别检测、优质美学评价等),去重/聚类分析,数据合成等算法; 2.数据pipeline建设:负责数据采集、筛选清洗、标注与质量评估pipeline的建设。与模型业务团队紧密配合,充分分析挖掘数据资源,建立自动化数据处理流程与机制,支持模型持续迭代; 3.数据实验分析:对模型训练数据进行详细分析,建立科学数据实验机制,识别样本不足、质量问题、配比不均衡等潜在问题,驱动数据优化提升数据覆盖、质量、多样性需求,最终带来大模型生成效果的持续提升。
更新于 2025-10-15深圳
社招TEG内容
1.基于大模型训练需求,挖掘影视行业高质量视频/图片数据源,包括但不限于影视版权库、专业视频平台、头部影视制作公司及独立创作者资源; 2.通过采买、版权合作、联合标注等方式获取数据,解决稀缺数据获取难题,保障数据多样性(如4K/8K超高清、多场景片段、特效素材); 3.深度分析头部AI企业的数据获取、使用策略,包括数据来源分布、清洗标准、标注方法等,形成分析报告并指导自身数据策略优化。
更新于 2025-05-30深圳