字节跳动大模型应用算法工程师-飞书AI
社招全职A201481A地点:深圳状态:招聘
任职要求
1、具备NLP、LLM应用或RAG等相关经验,其一即可; 2、编程能力强,熟练掌握Python等编程语言;对于AI相关的Python库比较了解,比如Pandas等; 3、创新能力比较强,对于不断探索新的AI技术和应用场景有强烈意愿和主观能动性; 4、紧跟AI领域的最新发展动态,通过参加学术会议、阅读前沿论文、在线学习课程等方式不断提升自己的专业知识和技能; 5、解决问题的能力比较强,善于解决各种繁琐的技术问题;比如数据质量问题、训练问题、部署兼容性问题等;对数据比较敏感,数据工作比较细致,包括数据质量、数据分布、案例分析、数据调优等。 加分项: 1)熟悉传统机器学习的概念,熟悉机器学习各种任务的定义、目标、解决的问题、及衡量指标; 2)熟悉深度学习框架,如TensorFlow、PyTorch等;可以利用这些框架快速搭建和训练模型,解决实际问题,比如利用PyTorch搭建一个自然语言处理中的文本分类模型; 3)具有良好的数学基础,对概率论、线性代数、微积分了解,能够通过数学方法分析模型的性能和误差,能够看懂用公式定义表述的学习任务。
工作职责
1、业务应用:负责将自研的算法模型应用于企业协同软件中,在会议、文档、消息、办公智能体等诸多办公场景中打造最好的AI工具和产品,不断改善用户体验; 2、模型优化:负责训练大语言模型不断提高其在办公领域的算法质量;建设高效的评测方法和技术体系;采集、调研并生产办公领域的高质量数据集; 3、技术建设:持续关注业界最新的技术趋势和研究成果,分享行业最佳实践,将前沿技术应用于大模型中。
包括英文材料
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.
大模型+
https://www.youtube.com/watch?v=xZDB1naRUlk
You will build projects with LLMs that will enable you to create dynamic interfaces, interact with vast amounts of text data, and even empower LLMs with the capability to browse the internet for research papers.
https://www.youtube.com/watch?v=zjkBMFhNj_g
RAG+
https://www.youtube.com/watch?v=sVcwVQRHIc8
Learn how to implement RAG (Retrieval Augmented Generation) from scratch, straight from a LangChain software engineer.
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.
Pandas+
[英文] 10 minutes to pandas
https://pandas.pydata.org/docs/user_guide/10min.html
This is a short introduction to pandas, geared mainly for new users.
[英文] Cookbook - pandas
https://pandas.pydata.org/docs/user_guide/cookbook.html#cookbook
This is a repository for short and sweet examples and links for useful pandas recipes.
https://www.kaggle.com/learn/pandas
Solve short hands-on challenges to perfect your data manipulation skills.
https://www.youtube.com/watch?v=2uvysYbKdjM
I'm super excited for this one. We're doing another complete Python Pandas tutorial walkthrough.
https://www.youtube.com/watch?v=Mdq1WWSdUtw
Filtering, Joins, Indexing, Data Cleaning, Visualizations
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.
深度学习+
https://d2l.ai/
Interactive deep learning book with code, math, and discussions.
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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