Complete End to End Deep Learning Project With MLFLOW,DVC And Deployment
In this video we will be implementing end to end Deep learning project on Kidney Disease Classification. Huge Credits To Bappy for this amazing project :)
github: https://github.com/krishnaik06/Kidney-Disease-Classification-Deep-Learning-Project
▬▬▬▬▬ Contents of this video ▬▬▬▬▬
00:00:00 - Introduction
00:01:00 - Project Introduction
00:10:59 - Github Repository Setup
00:12:57 - Project Template Creation
00:29:04 - Requirements Installation & Project Setup
00:37:57 - Logging, Exception & Utils Modules
00:59:36 - Project Workflows
01:02:31 - Data Ingestion Component
01:38:38 - Prepare Base Model Component
02:01:38 - Model Trainer Component
02:18:00 - Model Evaluation Component & MLflow Integration
03:02:23 - DVC Pipeline
03:27:41 - Prediction Pipeline & User App
03:38:01 - Dockerization & AWS CICD Deployment
04:05:51 - Conclusion
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Chapters (15)
Introduction
1:00
Project Introduction
10:59
Github Repository Setup
12:57
Project Template Creation
29:04
Requirements Installation & Project Setup
37:57
Logging, Exception & Utils Modules
59:36
Project Workflows
1:02:31
Data Ingestion Component
1:38:38
Prepare Base Model Component
2:01:38
Model Trainer Component
2:18:00
Model Evaluation Component & MLflow Integration
3:02:23
DVC Pipeline
3:27:41
Prediction Pipeline & User App
3:38:01
Dockerization & AWS CICD Deployment
4:05:51
Conclusion
🎓
Tutor Explanation
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