This is an end to end machine learning project starting from the business understanding, data collection, data exploration, model building with deployment, explained in a very detailed way.
Code & Datasets for Practice: https://github.com/pik1989/MLProject-ChurnPrediction
๐๐ด๐ฒ๐ป๐ฑ๐ฎ:
0:00 Class begins!!
0:30 Introduction to the session
2:05 What is churning, How customer retention is important in various industries?
4:45 Background – Internal & External outlook of the problem statement
5:27 Different churn scenarios
7:20 Decision cycle of a subscriber
12:34 Different churn segments
13:27 High level overview of a Data Science led approach to manage churn
15:35 Suggested data to be captured to solve this problem
20:10 Future scope: Maturing the churn model
21:05 Solution Overview
21:30 Data Explanation
22:19 Exploratory Data Analysis Begins
1:42:25 Model Building – Building a predictive model based on the EDA done to identify probable churners
2:20:36 Flask explanation in short
2:22:36 Model Deployment process begins
To get a detailed understanding on model deployment & flask, please refer: https://www.youtube.com/watch?v=MAu1fPqlivk, for other deployment codes, please refer the below links.
Our other playlists:
๐ฃ๐๐๐ต๐ผ๐ป – ๐๐ฎ๐๐ถ๐ฐ๐ ๐๐ผ ๐๐ฑ๐๐ฎ๐ป๐ฐ๐ฒ๐ฑ: https://www.youtube.com/playlist?list=PLymcv5WXEpKh6uK1ak5-ReqTluWdSEK2p
๐ฃ๐ผ๐๐ฒ๐ฟ ๐๐: https://www.youtube.com/playlist?list=PLymcv5WXEpKhw7gb4JYU0JhXYqJmUHYN-
๐๐ถ๐บ๐ฒ๐ป๐๐ถ๐ผ๐ป๐ฎ๐น๐ถ๐๐ ๐ฅ๐ฒ๐ฑ๐๐ฐ๐๐ถ๐ผ๐ป ๐ง๐ฒ๐ฐ๐ต๐ป๐ถ๐พ๐๐ฒ๐: https://www.youtube.com/playlist?list=PLymcv5WXEpKjnWi7PMp2nul74TVXJ8q3E
๐ฆ๐ค๐ ๐ณ๐ผ๐ฟ ๐๐ฎ๐๐ฎ ๐ฆ๐ฐ๐ถ๐ฒ๐ป๐ฐ๐ฒ: https://www.youtube.com/playlist?list=PLymcv5WXEpKgmgthfC-Q2MmfqNBOFiAMH
๐ ๐ฎ๐ฐ๐ต๐ถ๐ป๐ฒ ๐๐ฒ๐ฎ๐ฟ๐ป๐ถ๐ป๐ด ๐๐ฒ๐ฝ๐น๐ผ๐๐บ๐ฒ๐ป๐๐: https://www.youtube.com/playlist?list=PLymcv5WXEpKg14VB_uDEYjruW-VTowEjk
Any further questions?
๐ฅ๐ฒ๐ฎ๐ฐ๐ต ๐ผ๐๐ ๐๐ผ ๐บ๐ฒ ๐ฑ๐ถ๐ฟ๐ฒ๐ฐ๐๐น๐ ๐ฎ๐: https://www.linkedin.com/in/satyajitpattnaik
#datascience #machinelearning #customerchurnanalysis #customerretention #customerchurnanalytics #customeranalysis #telecom #telco #usecase #deeplearning #flask #eda #exploratorydataanalysis #python
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#Customer #customer_service #machine_learning #Churn_Analysis_Prediction_Machine #ai #artificial_intelligence #machine_learning_projects #Customer_Churn_Analysis_and_Prediction #data_science #data_science_course #data_science_for_beginners #what_is_data_science #python #python_tutorial #learn_python #python_programming #Churn_Analysis_and_Prediction|_Machine_Learning #Churn_Analysis_Prediction|_Machine #Customer_Churn_Analysis_Prediction #customer_churn #CustomerChurning #TelcoRetention #TelecomRetention #ChurnAnalysis
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