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 Basic series of tutorials ——python Object oriented programming is a complete solution
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 smtp Upload email , Use pop3 Download email
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
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
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 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 Test series —— unit testing unittest
python Test series —— The debug log logging
python Test series ——python+Selenium Automated testing framework
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 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(pandas) Reading and writing csv file
python Data visualization series tutorial ——matplotlib The whole picture
Major websites RSS Feed address
Caught tools Fiddler Instructions for use
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 ——python Crawling Baidu news RSS data
Machine learning books recommend
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 —— Linear function 、 Linear regression 、 Regularization
python Machine learning case series —— Support vector machine SVM、 Nuclear method
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 case series —— Algorithm is summarized
Machine learning case series —— Loss function summary
Machine learning case series —— Summary of distance measurement methods
Machine learning case series —— Model evaluation summary
python Machine learning library xgboost——xgboost Algorithm
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—— 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—— 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—— Multi class 、 Multi label 、 More output
python Machine learning library sklearn—— Cross validation (K fold 、 Keep one 、 leave p、 Random )
python Machine learning library sklearn—— Model metrics
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 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 keras—— install
python Deep learning library keras—— Various network layers
python Deep learning library keras—— Network modeling
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 series of tutorials ——python call opencv Library Tutorial