字节跳动算法实习生-今日头条
实习兼职A173461A地点:深圳状态:招聘
任职要求
1、本科及以上学历在读,计算机、软件工程、统计、应用数学等相关专业优先; 2、具备优秀的数学、编码能力,扎实的数据结构和算法功底; 3、对深度学习算法(主要是NLP或推荐算法)和机器学习算法有了解;有Kaggle、天池或者算法商赛经验者优先;对语言模型有项目经验或有兴趣者优先考虑; 4、有Python编程经验,熟悉其他主要深度学习框架(例如TensorFlow,PyTorch等); 5、良好的沟通能力以便与各层次的员工进行协作;有快速学习,解决问题并自我管理的能力。
工作职责
日常实习:面向全体在校生,为符合岗位要求的同学提供为期3个月及以上的项目实践机会。 团队介绍:产品覆盖今日头条、头条极速版等各类产品,为上亿用户持续提供优质的资讯、视频等服务。我们通过建立良好的内容生态,鼓励优质的原创内容,为创作者提供优质的服务和创作体验,促进创作和交流,同时我们致力于通过尽可能丰富的内容体裁和尽可能多的分发方式,连接人与信息,丰富大家的精神生活,让人们看到更大的世界。 1、实现和维护已在支持业务的深度学习算法(如推荐和文本生成等),并进行基准测试和优化,以确保最佳性能; 2、研究和探索算法在更多场景下的应用,以平台能力去支持更多业务团队; 3、分析大型数据集,并从中提取更深入的见解; 4、与数据科学家和数据工程师紧密合作,构建解决方案并进行开发; 5、撰写技术与项目文档。
包括英文材料
学历+
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/
深度学习+
https://d2l.ai/
Interactive deep learning book with code, math, and discussions.
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.
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.
Kaggle+
[英文] Kaggle Learn
https://www.kaggle.com/learn
Gain the skills you need to do independent data science projects.
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.
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.
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