Complete End-to-End Deep Learning Project: Kidney Disease Classification with MLflow, DVC & Deployment 🚀
Learn how to build a full-stack deep learning project for Kidney Disease Classification using MLflow, DVC, and deployment techniques. Step-by-step guide with practical implementation!
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About this video
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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Oct 6, 2023
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