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[team learning] [phase 38] details of team learning content!

2022-06-10 03:48:00 【Youth programming contest communication】

List of articles

1. Eat melons —— Watermelon book + Pumpkin book
- essential information
- Task arrangement
2. Hands on data analysis
- essential information
- Task arrangement
3. Li hongyi machine learning （ Including deep learning ）
- essential information
- Task arrangement
4. Data visualization （Matplotlib）
- essential information
- Task arrangement
5. SQL programing language
- essential information
- Task arrangement
6. Explain profound theories in simple language Pytorch
- essential information
- Task arrangement
7. GitModel mathematical modeling
- essential information
- Task arrangement
8. Use Pytorch Reproduce the recommended model
- essential information
- Task arrangement
9. C++ Language and basic algorithms
- essential information
- Task arrangement
10. Zero foundation entry data mining event
- essential information
- Task arrangement
11. Youth programming ：Python Language
- essential information
- Task arrangement
10. Specific rules
- Introduction to punch in method
- Introduction to punch in requirements
11. Those things of team learning

The first 38 period Datawhale The team learning activity will begin soon ！

06 month 08 Japan （ Wednesday ）, Dispersing pertains ,6 Monthly team learning plan ！.
06 month 11 Japan （ Saturday ）, Enter learning group 、 The opening ceremony .

The content of this team learning is ：

Eat melons —— Watermelon book + Pumpkin book
Hands on data analysis
Li hongyi machine learning （ Including deep learning ）
Data visualization （Matplotlib）
SQL programing language
Explain profound theories in simple language Pytorch
GitModel mathematical modeling
Use Pytorch Reproduce the recommended model
C++ Language and basic algorithms
Zero foundation entry data mining event
Youth programming ：Python Language

You can learn by yourself according to our open source content , You can also join our team to learn .

1. Eat melons —— Watermelon book + Pumpkin book

Route pioneer ： Xie Wenrui 、 Qinzhou
pilot ： Lushuiqiong
A sailor ： Xie Wenrui 、 Qinzhou

essential information

Open source content ：https://github.com/datawhalechina/pumpkin-book
B Stop video ：https://www.bilibili.com/video/BV1Mh411e7VU
Content properties ： machine learning （ theory ） project
Course number ：107
Content description ： Mr. Zhou Zhihua's “ Watermelon book ” It is a classic introductory textbook for machine learning , It's worth reading over and over , coordination “ Pumpkin book ” Explain from the perspective of undergraduate mathematics foundation , Lay the foundation together ！
Positioning the crowd ： Bachelor's degree in mathematics （ Advanced mathematics 、 linear algebra 、 Probability theory and mathematical statistics ） Classmate .
hot tip ： The learning form of melon eating tutorial is live broadcast + The community answers questions , It aims to promote more people to learn .

Task arrangement

Learning cycle ：18 God

2. Hands on data analysis

Route pioneer ： Chen Anton 、 Jin JUANJUAN 、 Yang Jiada 、 cousin 、 Li ling 、 Zhang Wentao 、 Gao Liye
pilot ： Zhouhuichi
A sailor ： Cui tengsong 、 Yu Hongfei

essential information

Open source content ：https://github.com/datawhalechina/hands-on-data-analysis
Open source content ：https://gitee.com/datawhalechina/hands-on-data-analysis
B Stop video ：https://www.bilibili.com/video/BV1Uv411p77r
Content properties ： Excellent introductory course series
Course number ：202
Content description ： Take the project as the main line , By learning , How to do and be guided , Not only master the knowledge points, but also master the general idea and process of data analysis .
Positioning the crowd ： Know something python, Learners who want to get started with data analysis .

Task arrangement

Learning cycle ：11 God

3. Li hongyi machine learning （ Including deep learning ）

Route pioneer ： Wang Maolin 、 Chen Anton , Liu Zhengrong , Li ling
pilot ： LV Haojie
A sailor ： Nursery 、 Songhaoyang 、 Sun Zihan

essential information

Open source content ：https://github.com/datawhalechina/leeml-notes
Open source content ：https://gitee.com/datawhalechina/leeml-notes
Content properties ： Deep learning （ theory ） project
Course number ：108
Video address ：https://www.bilibili.com/video/BV1Ht411g7Ef
Video address ：https://www.bilibili.com/video/BV1JA411c7VT
Official address ：http://speech.ee.ntu.edu.tw/~tlkagk/courses.html
Content description ： Help you learn more about Mr. Li Hongyi's machine learning video , And add relevant supplementary information , I believe you will have a deeper understanding of machine learning .
Positioning the crowd ： Deep learning beginners , Calculus , Fundamentals of linear algebra .
hot tip ： This tutorial is an in-depth learning tutorial .

Task arrangement

Learning cycle ：14 God

4. Data visualization （Matplotlib）

Route pioneer ： Yang Jianli 、 Yang Yu 、 Geng Yuanhao 、 Li Yunjia 、 Ju Fengxia
pilot ： Liyuanpeng
A sailor ： Yuan Yihan 、 Xu yunwan

essential information

Open source content ：https://github.com/datawhalechina/fantastic-matplotlib
Open source content ：https://gitee.com/datawhalechina/fantastic-matplotlib
Content properties ： Excellent introductory course series
Course number ：006
Content description ： The design of this course content is almost entirely based on the structure of official documents , By summarizing the official documents , The system has been sorted out python The most important aspect of data visualization package , And some exercises are provided for learners to check their learning effect .
Positioning the crowd ： Hope to learn through the system matplotlib Package to improve python People with visualization skills .
hot tip ： This course is organized by Datawhale Members of the data visualization team work together to complete , Is aimed at matplotlib A beginner's introductory course . Learning this course requires basic python The foundation is enough .

Task arrangement

Learning cycle ：14 God

5. SQL programing language

Route pioneer ： Wang Fuzhen 、 Yang Yu 、 Yan Zhongfeng 、 Yang Mengdi 、 Su Peng
pilot ： serena
A sailor ： Zhang Xiangyu 、 Yang Shichao 、 Shepherd boy

essential information

Open source content ：https://github.com/datawhalechina/wonderful-sql
Open source content ：https://hub.fastgit.org/datawhalechina/wonderful-sql
Content properties ： Excellent introductory course series
Course number ：014
Content description ：Follow me, from 0 To 1 master SQL. complete SQL Use the environment to build , Understand the basic characteristics of relational database , be familiar with SQL Basic operations of adding, deleting, modifying and querying , Learn more about views 、 Subquery 、 function 、 Window function and other high-order usage , Finally, try the secret script of autumn move , Test the effect of your study .
Positioning the crowd ：0 Basic students , Hope to master SQL Students of basic query .
hot tip ： nothing

Task arrangement

Learning cycle ：16 God

6. Explain profound theories in simple language Pytorch

Route pioneer ： Li Jiaqi 、 Niu Zhikang 、 Liu Yang 、 Chen Anton
pilot ： Chen Yuli
A sailor ： Liu Xing 、 Guo Miansheng 、 Qiao bin 、 Kuang Junwei

essential information

Open source content ：https://github.com/datawhalechina/thorough-pytorch
Open source content ：https://gitee.com/datawhalechina/thorough-pytorch
Content properties ： Deep learning （ practice ） project
Course number ：904
Content description ：PyTorch Combination of theory and Practice , From basic knowledge to project practice .
Positioning the crowd ： Have 《 Advanced mathematics 》、《 linear algebra 》、《 Probability theory and mathematical statistics 》 Basics , Have a certain foundation of machine learning and deep learning , Familiar with common concepts , Will use Python.
hot tip ： The learning form is course material learning + Live Q & A

Task arrangement

Learning cycle ：14 God

7. GitModel mathematical modeling

Route pioneer ： Li Zuxian 、 Liu Sihao 、 Zhengbobin
pilot ： 61
A sailor ： Liu Sihao 、 Heqingxuan 、 Qiu Guangkun

essential information

Open source content ：https://github.com/Git-Model/init_Modeling
Content properties ： Cooperative courses
Content description ： Explain the most basic mathematical tools used in mathematical modeling —— Advanced Mathematics 、 Lineage 、 probability statistics , And explain how to use Python Programming language , Across the gap from theory to practice ！
Positioning the crowd ： Students who want to get started in mathematical modeling but don't know where to start ; I am a math major and know theoretical knowledge , But I don't know how to realize it .
hot tip ： The learning form is course material learning + Live Q & A

Task arrangement

Learning cycle ：14 God

8. Use Pytorch Reproduce the recommended model

Route pioneer ： Lai Mincai , Luo Ruyi , Wu Zhongqiang , Wang Zhihong , Tang Xin , Wangyuchen , Heshifu
pilot ： Li Zhuo
A sailor ： Wangyuchen 、 Wangweiliang 、 Yuzhouxin 、 Wang Kai 、 Tang Xin 、 Ren Pengfei

essential information

Open source content ：https://github.com/datawhalechina/torch-rechub
Open source content ：https://github.com/datawhalechina/fun-rec
Content properties ： Recommend system practice topics
Content description ： Learning this course has certain pytorch And the foundation of deep learning , Suitable for beginners of recommendation system . This course is designed to help students master torch-rechub Design and use of framework , Master the sorting in the depth recommendation system 、 Recall 、 Design idea and practical skills of multi task model .
Positioning the crowd ： There is a certain Pytorch Basics , Familiar with deep learning , Understand the basic algorithm of recommendation system , Want to be more familiar with the in-depth recommendation model widely used in the industry .
hot tip ： nothing

Task arrangement

Learning cycle ：15 God

9. C++ Language and basic algorithms

Route pioneer ： Team Boyu 、 Shanghai Jiaotong University ACM Class members
pilot ： Kevin left 、 Nieyao
A sailor ： Chen Yuang 、 Guguowei 、 High rock 、 Zhaowenyi

essential information

Open source content ：https://www.qingzhouzhixue.com/
Content properties ： Cooperative courses
Content description ： Courses from C++ From the core grammar to the principle of program operation . And C++ Explain high-precision operations 、 Classic sorting and search 、 Binary search application 、 Dynamic programming and knapsack problem .
Positioning the crowd ： Zero foundation wants to learn C++ Classmate .
hot tip ： nothing

Task arrangement

Learning cycle ：22 God

10. Zero foundation entry data mining event

Route pioneer ： Fishman 、 Ashui
pilot ： Tian Yao
A sailor ： Wujiyang 、 Zhangfusheng

essential information

Open source content ：https://coggle.club/?platform=xfyun
Content properties ： Public beta course
Content description ： Zero foundation entry data mining event , Be proficient in the operation process of the event during the learning process , Learn to process unstructured data , Consolidate the learned algorithm knowledge .
Positioning the crowd ： Have a certain Python Basics , Understand basic machine learning algorithms , Beginners who want to practice and learn .
hot tip ： nothing

Task arrangement

Learning cycle ：10 God

11. Youth programming ：Python Language

Route pioneer ： Wang Siqi 、 Ma Yanpeng
pilot ： Ma Yanpeng
A sailor ： Ma Yanpeng

essential information

Open source content ：https://github.com/datawhalechina/team-learning-program/tree/master/ChildrenProgramming
Learning video ：https://space.bilibili.com/90353310/
Content properties ： Public beta course
Course number ：030
Content description ： Follow Mr. Chunlei , Watch the video and learn Python The basics of programming ..
Positioning the crowd ： Yes Python Children interested in programming .
hot tip ： Primary school 3 Grade and above .

Task arrangement

Learning cycle ：21 God

10. Specific rules

Introduction to punch in method

Task punch in entry ： Open source learning applet -> Team learning -> My own courses -> Mission .
Punch in the task “ *** ” *** 【 Required 】.
stay CSDN、 Write technical blogs on platforms such as Jianshu 【 encourage 】.
Punch in the task “ Punch in link ” Fill in the website of the technical blog with your own original content 【 optional 】.
We will invite the captain to check the blog posts filled in the technical blog website and give feedback .
After clocking in , You can enter the punch ring , View all learners' punch outs , Support like , Comment on .

For specific operation, see ： How to use open source learning applet ？

Introduction to punch in requirements

The punch in content includes but is not limited to the understanding of theoretical knowledge 、 Expand 、 Code implementation 、 Formula derivation, etc , You can also share your learning process live . You do not need to copy and paste the original tutorial .
If you need to quote tutorial content or other important materials in your notes , Hope to indicate the source , And attach the source link , Avoid Copyright Disputes .
The clock in deadline is the early morning of the second day after the specified time of each task 3：00, You need to punch in before you go to bed , Not after getting up the next day .
Comply with any non-standard clock out regulations （ The number of words is less than 50、 Copy and paste tutorial content 、 Content irrelevant to this task ） Or students who don't punch in in time , The pilot will “ Out of the learning group ”, The supervision fee will not be refunded , And close the follow-up clock out .