Classifier for imbalanced data

Classification for imbalanced data can be resolved using re-sampling method, like smote.

Here is an example and some sample scripts

https://towardsdatascience.com/methods-for-dealing-with-imbalanced-data-5b761be45a18

This thesis presented a method for this problem

https://lib.dr.iastate.edu/cgi/viewcontent.cgi?referer=https://www.bing.com/&httpsredir=1&article=4544&context=etd

A balanced approach to the multi-class imbalance problem

R package , climm, climer

Timeline of programming languages

Timeline of programming languages

https://en.m.wikipedia.org/wiki/Timeline_of_programming_languages

Data science blogs

1. R for Data Science
   https://r4ds.had.co.nz/introduction.html
2. A Complete Tutorial to learn Data Science in R from Scratch
   https://www.analyticsvidhya.com/blog/2016/02/complete-tutorial-learn-data-science-scratch/
3. Yhat Blog
   http://blog.yhat.com/
4. A Complete Tutorial to Learn Data Science with Python from Scratch
   https://www.analyticsvidhya.com/blog/2016/01/complete-tutorial-learn-data-science-python-scratch-2/
5. R-bloggers
   https://www.r-bloggers.com/
6. Python Bloggers
   http://www.pybloggers.com/
7. Data Science Central
   https://www.datasciencecentral.com/
8. A data scientist's blog
   https://machinelearningmastery.com/blog/
9. Apache Spark Machine Learning Tutorial
   https://mapr.com/blog/apache-spark-machine-learning-tutorial/
10. Data Science 101
    https://101.datascience.community/page/2/
11. Win Vector Blog
    http://www.win-vector.com/blog/
12. Big data and data science review
    bigdatadatascience.docx
13. infoq
    https://www.infoq.com/ai-ml-data-eng
14. datatau
    https://www.datatau.com/
15. Lambda the Ultimate
    http://lambda-the-ultimate.org/
16. Simply Statistics
    https://simplystatistics.org/
17. Statistical Modeling, Casual Inference and Social Science
    https://statmodeling.stat.columbia.edu/
18. Flowing data
    https://flowingdata.com/
19. Data 36
    https://data36.com/
20. Kaggle Blog
    http://blog.kaggle.com/
21. Linear Digressions
    https://lineardigressions.com/
22. Towards Data Science
    https://towardsdatascience.com/
23. Seeing Theory
    https://seeing-theory.brown.edu/
24. Mode Blog
    https://mode.com/blog/
    

Consumer analytics blogs

1. Top 50 blogs on Consumer Analytics
   some of the blogs no longer exist
   https://www.ngdata.com/best-customer-analytics-blogs/
2. How to Use Customer Behavior Data to Drive Revenue (Like Amazon, Netflix & Google)
   https://www.pointillist.com/blog/customer-behavior-data/
3. Using R for Customer Analytics
   https://ds4ci.files.wordpress.com/2013/09/ciwr_2introandpracticals.pdf
4. Customer Analytics: Using Deep Learning With Keras To Predict Customer Churn
   https://www.business-science.io/business/2017/11/28/customer_churn_analysis_keras.html
5. Marketing Analytics and Data Science
   https://www.r-bloggers.com/marketing-analytics-and-data-science/
6. Using R to predict if a customer will buy
   https://www.masterdataanalysis.com/r/using-r-predict-customer-will-buy/
7. Customer Segmentation using python
   http://blog.yhat.com/posts/customer-segmentation-using-python.html
8. Using R for customer segmentation
   https://ds4ci.files.wordpress.com/2013/09/user08_jimp_custseg_revnov08.pdf
9. Using r to analyze your customer data warehouse
   https://www.bedrockdata.com/blog/using-r-to-analyze-your-customer-data-warehouse

two data science blogs seems pretty good for data science

Win-Vector blog seems pretty good for data science

http://www.win-vector.com/blog/

Data Science Dojo blog

https://blog.datasciencedojo.com/