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-ChurnPrediction 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: https://www.youtube.com/watch?v=MAu1fPqlivk, for other deployment codes, please refer the below links. Our other playlists: 𝗣𝘆𝘁𝗵𝗼𝗻 - 𝗕𝗮𝘀𝗶𝗰𝘀 𝘁𝗼 𝗔𝗱𝘃𝗮𝗻𝗰𝗲𝗱: https://www.youtube.com/playlist?list=PLymcv5WXEpKh6uK1ak5-ReqTluWdSEK2p 𝗣𝗼𝘄𝗲𝗿 𝗕𝗜: https://www.youtube.com/playlist?list=PLymcv5WXEpKhw7gb4JYU0JhXYqJmUHYN- 𝗗𝗶𝗺𝗲𝗻𝘀𝗶𝗼𝗻𝗮𝗹𝗶𝘁𝘆 𝗥𝗲𝗱𝘂𝗰𝘁𝗶𝗼𝗻 𝗧𝗲𝗰𝗵𝗻𝗶𝗾𝘂𝗲𝘀: https://www.youtube.com/playlist?list=PLymcv5WXEpKjnWi7PMp2nul74TVXJ8q3E 𝗦𝗤𝗟 𝗳𝗼𝗿 𝗗𝗮𝘁𝗮 𝗦𝗰𝗶𝗲𝗻𝗰𝗲: https://www.youtube.com/playlist?list=PLymcv5WXEpKgmgthfC-Q2MmfqNBOFiAMH 𝗠𝗮𝗰𝗵𝗶𝗻𝗲 𝗟𝗲𝗮𝗿𝗻𝗶𝗻𝗴 𝗗𝗲𝗽𝗹𝗼𝘆𝗺𝗲𝗻𝘁𝘀: https://www.youtube.com/playlist?list=PLymcv5WXEpKg14VB_uDEYjruW-VTowEjk Any further questions? 𝗥𝗲𝗮𝗰𝗵 𝗼𝘂𝘁 𝘁𝗼 𝗺𝗲 𝗱𝗶𝗿𝗲𝗰𝘁𝗹𝘆 𝗮𝘁: https://www.linkedin.com/in/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