End To End Machine Learning Project Implementation With Dockers,Github Actions And Deployment

guthub code link:https://github.com/krishnaik06/bostonhousepricing Visit https://krishnaik.in for data science blogs In this video we will be implementing an end to end ML project implementation with Dockers And Github Action Time stamps: Understanding the dataset 00:00:00 Preparing Dataset And Basic Analysis 00:08:14 Preparing Dataset For Model Training 00:22:10 Training The Model 00:36:54 Performance Metrics 00:52:41 Prediction Of New Data 00:55:33 Pickling the model file 00:59:45 Setting Up Github And VS Code 01:04:40 Tools And Software Required 01:12:00 Creating A New Environment 01:18:35 Setting up Git 01:26:07 Creating A FLASK Web Application 01:39:04 Running An Testing our application 01:53:14 Prediction From Front End Application 02:01:08 Procfile for Heroku Deployment 02:11:35 Deploying The App To Heroku 02:16:39 Deploying The App Using Dockers 02:23:20 ------------------------------------------------------------------------------------------------------------- All Playlist in my channel Github Tutorials : https://www.youtube.com/watch?v=GW7B6vwktPA&list=PLZoTAELRMXVOSsBerFZKsdCaA4RYr4RGW Live NLP Playlist: https://www.youtube.com/watch?v=w3coRFpyddQ&list=PLZoTAELRMXVNNrHSKv36Lr3_156yCo6Nn Live Deep LEarning Playlist: https://www.youtube.com/watch?v=8arGWdq_KL0&list=PLZoTAELRMXVPiyueAqA_eQnsycC_DSBns Live EDA Playlist: https://www.youtube.com/watch?v=bTN-6VPe8c0&list=PLZoTAELRMXVPzj1D0i_6ajJ6gyD22b3jh Live ML Playlist: https://www.youtube.com/watch?v=z8sxaUw_f-M&list=PLZoTAELRMXVPjaAzURB77Kz0YXxj65tYz Live Stats Playlist: https://www.youtube.com/watch?v=11unm2hmvOQ&list=PLZoTAELRMXVMgtxAboeAx-D9qbnY94Yay My SQL Playlist: https://www.youtube.com/watch?v=us1XyayQ6fU&list=PLZoTAELRMXVNMRWlVf0bDDSxNEn38u9Cl --------------------------------------------------------------------------------------------------------------- Please donate if you want to support the channel through GPay UPID, Gpay: krishnaik06@okicici Telegram link: https://t.me/joinchat/N77M7xRvYUd403DgfE4TWw ------------------------------------------------------------------------------------------------------------- Please join as a member in my channel to get additional benefits like materials in Data Science, live streaming for Members and many more https://www.youtube.com/channel/UCNU_lfiiWBdtULKOw6X0Dig/join ----------------------------------------------------------------------------------------------------------- Please do subscribe my other channel too https://www.youtube.com/channel/UCjWY5hREA6FFYrthD0rZNIw --------------------------------------------------------------------------------------------------------- Connect with me here: Twitter: https://twitter.com/Krishnaik06 Facebook: https://www.facebook.com/krishnaik06 instagram: https://www.instagram.com/krishnaik06