End To End Machine Learning Project With Deployment | Customer Churn Analysis | Churn Prediction

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-...

𝗔𝗴𝗲𝗻𝗱𝗮:

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:    • Machine Learning Model Deployment using Fl...  , for other deployment codes, please refer the below links.

Our other playlists:

𝗣𝘆𝘁𝗵𝗼𝗻 - 𝗕𝗮𝘀𝗶𝗰𝘀 𝘁𝗼 𝗔𝗱𝘃𝗮𝗻𝗰𝗲𝗱:    • End to End: Python Programming  
𝗣𝗼𝘄𝗲𝗿 𝗕𝗜:    • Power BI: End to End  
𝗗𝗶𝗺𝗲𝗻𝘀𝗶𝗼𝗻𝗮𝗹𝗶𝘁𝘆 𝗥𝗲𝗱𝘂𝗰𝘁𝗶𝗼𝗻 𝗧𝗲𝗰𝗵𝗻𝗶𝗾𝘂𝗲𝘀:    • End to End: Feature Engineering  
𝗦𝗤𝗟 𝗳𝗼𝗿 𝗗𝗮𝘁𝗮 𝗦𝗰𝗶𝗲𝗻𝗰𝗲:    • End to End: SQL for Data Science  
𝗠𝗮𝗰𝗵𝗶𝗻𝗲 𝗟𝗲𝗮𝗿𝗻𝗶𝗻𝗴 𝗗𝗲𝗽𝗹𝗼𝘆𝗺𝗲𝗻𝘁𝘀:    • End to End: Model Deployment  

Any further questions?

𝗥𝗲𝗮𝗰𝗵 𝗼𝘂𝘁 𝘁𝗼 𝗺𝗲 𝗱𝗶𝗿𝗲𝗰𝘁𝗹𝘆 𝗮𝘁:   / satyajitpattnaik  

#datascience #machinelearning #customerchurnanalysis #customerretention #customerchurnanalytics #customeranalysis #telecom #telco #usecase #deeplearning #flask #eda #exploratorydataanalysis #python


Tags Related
#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