Python series articles (basic, application, back-end, operation and maintenance, automatic testing, crawler, data analysis, visualization, machine learning, deep learning series)

Tencent Data Architect 2020-11-13 07:17:36
python series articles basic application



python Basic course

python Basic series of tutorials ——Python Installation and testing of :python Interpreter 、PyDev Editor 、pycharm compiler

python Basic series of tutorials ——Python Library installation and unloading

python Basic series of tutorials ——Python3.x Standard module library directory

python Basic series of tutorials ——Python Coding problems in , Chinese code scrambling

python Basic series of tutorials ——python A complete explanation of basic grammar

python Basic series of tutorials ——python The total solution of regular expression in

python Data analysis series ——python Object and the json The mutual transformation of strings ,json File storage and reading

python Basic series of tutorials ——python Object oriented programming is a complete solution

python Basic series of tutorials —— data structure ( list 、 Tuples 、 Dictionaries 、 aggregate 、 Linked list )

python Application course

python Application series ——python Use socket establish udp Server side and client side

python Application series ——python Use socket establish tcp Servers and clients

python Application series ——python Use SocketServer Realize network server ,socket Implement client

python Application series ——python Use scapy Monitoring network packets 、 Press TCP/IP Protocol parsing

python Application series ——python Use smtp Upload email , Use pop3 Download email

python Application series ——python Use smtp Protocol email :html Text mail 、 Picture mail 、 File attachment email

python Application series ——python in ftp operation : Connect 、 Sign in 、 Get directory , Redirect 、 Upload and download , Delete changes

python Application series ——python operation office Office software word

python Application series ——python operation office Office software (excel)

python Application series ——python Of GUI Interface programming Tkinter Full solution

python Back end

Interface document

swagger Introduction and practice ( contain docker Deploy swagger)

django
python Background architecture Django Develop a comprehensive understanding of

python Background architecture Django course ——admin Administrator site

python Background architecture Django course —— Route mapping urls

python Background architecture Django course ——templates Templates

python Background architecture Django course —— View views Rendering

python Background architecture Django course —— Data model Model

python Background architecture Django course ——manage.py command

python Background architecture Django course —— Project configuration setting

python Background architecture Django course —— Connect read and write mysql database

python Background architecture Django course —— Log system

tornado

Tornado Request analysis request, Get request parameters

tornado Use mysql Connection pool (torndb)

flask

python backstage Flask Quick start

asyncio

python backstage ——asyncio,aiohttp Introductory tutorial , Multi process +asyncio

aiohttp Advanced tutorial

grpc

gRPC The transport protocol uses (python course )

protobuf Serialization protocol python course

gunicorn

python And gunicorn Configuration of

aiohttp/flask python Back end unit testing , Unit test coverage test

python Tools

python Related tools use skills (pip)

virtualenv Virtual independence python Environment use

Python Next APScheduler A quick guide to

python Folder , File monitoring tool (pyinotify,watchdog)

python Command line parsing library ——argparse Library usage

python Distributed multiprocessing framework Ray

python Release and installation of custom package

python Debugging tools pysnooper

python Automated test tutorial

python Test series —— unit testing unittest

python Test series —— The debug log logging

python Test series ——python+Selenium Automated testing framework

python Web crawler tutorial

Caught tools Fiddler Instructions for use

python Web crawler series ——python in urllib、urllib2、cookie Module application complete solution

python Web crawler series ——python in pyquery Library application total solution

python Web crawler series ——python in lxml Library application total solution (xpath expression )

python Web crawler series ——python in requests Library application total solution

python Web crawler series ——python in BeautifulSoup4 Library application total solution

python Web crawler series ——PhantomJS Package application total solution

python Web crawler series ——Scrapy Framework application solution

python Web crawler series ——Python+PhantomJS +Selenium Combination application

python Web crawler series ——python Web data crawler misunderstanding , Make your reptiles more human

python Data analysis storage tutorial

python Data analysis series ——NumPy Full solution

python Data analysis series ——Pandas Full solution

python Data storage series tutorial ——xls Reading and writing of documents

python Data storage series tutorial ——python Object and the json The mutual transformation of strings ,json File storage and reading

python Data storage series tutorial ——python(pandas) Reading and writing csv file

python Data storage series tutorial ——python operation sqlite database : Connect 、 Add or delete check change 、 Command execution

python Data storage series tutorial ——python in mysql Database operation : Connect 、 Add or delete check change 、 Command execution

python Data storage series tutorial ——python in mongodb Database operation : Connect 、 Add or delete check change 、 Multi level path

python Visualization tutorial

python Data visualization series tutorial ——matplotlib The whole picture

python Crawler assistant

Major websites RSS Feed address

Tencent stock interface 、 He Xun stock interface 、 Sina stock interface 、 Snowball stock data 、 Netease stock data

Caught tools Fiddler Instructions for use

python Reptile cases

python Reptile cases ——csdn Data collection

python Reptile cases —— Encyclopedia of scandal data collection

python Reptile cases —— Baidu Post Bar data collection

python Reptile cases —— Crawling to the free proxy server of West thorn IP Etc

python Reptile cases —— Oriental Wealth stock data collection

python Reptile cases —— Securities Star stock data collection

python Reptile cases —— Sina Tencent stock data collection

python Crawler case series —— According to the website to access the Chinese website , Get the title 、 Child connection 、 Number of subconnections 、 Connection description 、 Chinese word segmentation list

python Crawler case series ——python Crawling Baidu news RSS data

python Examples of machine learning algorithms

Machine learning books recommend

Artificial intelligence 、 machine learning 、 Deep learning 、 data mining 、 Data analysis distinguishes

Knowledge system of data mining engineer

Feature Engineering :

python Machine learning case series ——GBDT Build new features

Association Mining :

python Machine learning case series —— Correlation analysis (Apriori、FP-growth)

classification :

python Machine learning case series —— Decision tree (ID3、C4.5、CART)

python Machine learning case series —— Rule based classifiers

python Machine learning case series ——K Nearest neighbor algorithm (KNN)、kd Trees

python Machine learning case series —— Maximum likelihood estimation 、EM Algorithm

python Machine learning case series —— Document classifier , Naive Bayes classifier , Fisher classifier

python Machine learning case series —— Optimize , Find the optimal solution to minimize the cost function

python Machine learning case series —— Linear function 、 Linear regression 、 Regularization

python Machine learning case series —— Logical classification / Logical regression / General linear regression

python Machine learning case series —— Support vector machine SVM、 Nuclear method

python Machine learning case series —— Integrated learning (Bagging、Boosting、RF、AdaBoost、GBDT、xgboost)

python Machine learning case series ——GBDT Algorithm 、XGBOOST Algorithm

python Machine learning case series ——CTR/CVR Medium FM、FFM Algorithm

python Machine learning case series ——LightGBM Algorithm

clustering :

python Machine learning case series —— Hierarchical clustering

python Machine learning case series ——BIRCH clustering

python Machine learning case series ——k Mean clustering 、k Center point clustering

python Machine learning case series ——DBSCAN Density clustering

[python Machine learning case series —— Grid clustering ]

python Machine learning case series —— Clustering algorithm summary

Recommendation system :

python Machine learning case series —— Recommendation system

Search engine :

python Data mining case series ——python Neural network realizes search engine

graph theory :
python Machine learning case series —— Minimum spanning tree (MST) Of Prim Algorithm and Kruskal Algorithm

Machine learning summary

Machine learning case series —— Algorithm is summarized

Machine learning case series —— Loss function summary

Machine learning case series —— Summary of optimization methods ( Gradient descent method 、 Newton method 、 Quasi Newton method 、 Conjugate gradient method, etc )

Machine learning case series —— Summary of distance measurement methods

Machine learning case series —— Model evaluation summary

python Machine learning library tutorial

python Machine learning series —— Comparison of deep learning framework TensorFlow、Theano、Caffe、SciKit-learn、Keras

python Machine learning library xgboost——xgboost Algorithm

python Natural language processing library tutorial

NLP Natural language processing library series tutorial —— Stuttering Chinese word segmentation

NLP Natural language processing library series tutorial ——gensim library

python Machine learning library sklearn course

python Machine learning library sklearn—— Generate sample data

python Machine learning library sklearn—— Data preprocessing

python Machine learning library sklearn—— feature extraction

python Machine learning library sklearn—— feature selection

python Machine learning library sklearn——K Nearest neighbor 、K Nearest neighbor classification 、K The nearest neighbor returns

python Machine learning library sklearn—— Decision tree

python Machine learning library sklearn——k Mean clustering

python Machine learning library sklearn——BIRCH clustering

python Machine learning library sklearn——DBSCAN Density clustering

python Machine learning library sklearn—— Document Bayesian classifier

python Machine learning library sklearn—— Linear regression

python Machine learning library sklearn—— Ridge return (Ridge、RidgeCV)(L2 Regularization )

python Machine learning library sklearn——Lasso Return to (L1 Regularization )

python Machine learning library sklearn—— Logical classification

python Machine learning library sklearn—— Support vector machine svm

python Machine learning library sklearn——SGD Gradient descent method

python Machine learning library sklearn—— Dimension reduction

python Machine learning library sklearn—— neural network ( classification 、 Return to )

python Machine learning library sklearn—— Integration method (Bagging、Boosting、 Random forests RF、AdaBoost、GBDT)

python Machine learning library sklearn—— Multi class 、 Multi label 、 More output

python Machine learning library sklearn—— Parameter optimization ( The grid search GridSearchCV、 Random search RandomizedSearchCV)

python Machine learning library sklearn—— Cross validation (K fold 、 Keep one 、 leave p、 Random )

python Machine learning library sklearn—— Model metrics

python Deep learning series

Zero basic in-depth learning (1) - perceptron

Zero basic in-depth learning (2) - Linear elements and gradient descent

Zero basic in-depth learning (3) - Neural networks and back propagation algorithms

Zero basic in-depth learning (4) - Convolutional neural networks

Zero basic in-depth learning (5) - Cyclic neural network

Zero basic in-depth learning (6) - Long and short term memory network (LSTM)

Zero basic in-depth learning (7) - Recursive neural network

python Deep learning case course

python Neural network case ——FC All neural network connection mnist Handwriting Recognition

python Neural network case ——CNN Convolution neural network mnist Handwriting Recognition

python Deep learning library tensorflow course

python Deep learning library tensorflow—— Realization FC Fully connected neural network recognition mnist Handwriting

python Deep learning library keras course

python Deep learning library keras—— install

python Deep learning library keras—— Various network layers

python Deep learning library keras—— Network modeling

python Deep learning library keras Example tutorial

python Machine learning library keras—— Linear regression 、 Logical regression 、 General logical regression

python Machine learning library keras——CNN Convolution neural network recognition handwriting

python Machine learning library keras——CNN Face recognition based on convolutional neural network

python Machine learning library keras——AutoEncoder Self coding 、 Feature compression

python Deep learning library tutorial

python Deep learning library series of tutorials ——python call opencv Library Tutorial

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本文为[Tencent Data Architect]所创,转载请带上原文链接,感谢

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