Master End-to-End Deep Learning Deployment with MLflow, DVC & CI/CD 🚀

Code: https://github.com/entbappy/End-to-End-Chest-Cancer-Classification-using-MLflow-DVC "🚀 Dive into the world of MLOps with my comprehensive tutorial on implementing an end-to-end deep learning project! In this video, we explore the power of MLflow & DVC to streamline the machine learning lifecycle, from data versioning to model deployment. 🔍 Discover how to effectively manage and version your pipeline using DVC (Data Version Control), ensuring reproducibility and easy collaboration among team members. Learn the ropes of MLflow for tracking experiments, packaging code, and sharing models seamlessly. 🧠 Master the art of continuous integration and deployment (CI/CD) specific to machine learning models, empowering you to automate testing, training, and deployment pipelines effortlessly. 🔧 Whether you're a beginner or an experienced data scientist, this tutorial provides valuable insights and hands-on guidance for implementing MLOps practices into your deep learning projects. ▬▬▬▬▬ Contents of this video ▬▬▬▬▬ 00:00:00 - Introduction 00:10:50 - Project Demo 00:15:34 - MLflow Demo 01:03:09 - MLflow with Dagshub 01:20:04 - MLflow with AWS 01:44:34 - Github Repository Setup 01:47:08 - Project Template Creation 01:59:52 - Requirements Installation & Project Setup 02:06:31 - Logging, Exception & Utils Modules 02:26:58 - Project Workflows 02:30:02 - Data Ingestion Component 03:08:16 - Prepare Base Model Component 03:28:35 - Model Trainer Component 03:41:37 - Model Evaluation Component & MLflow Integration 04:23:09 - DVC Pipeline 04:48:03 - Prediction Pipeline & User App 04:57:09 - Dockerization & AWS CICD Deployment Check out my other playlists: ► Complete Python Programming: https://youtube.com/playlist?list=PLkz_y24mlSJaY8YuDJniDw-naFVMac-3k ► 100 Days of Machine Learning playlist: https://youtube.com/playlist?list=PLkz_y24mlSJY0Zh22f4n_sOvhObBaY1yL ► Statistics For Machine Learning: https://youtube.com/playlist?list=PLkz_y24mlSJbmCcNrXYvR4ogG1IYnqdZr ► Object Detection Using YOLO v6: https://youtube.com/playlist?list=PLkz_y24mlSJY3H0WZGY2XKvuFdvkJS9oM ► Object Detection Using YOLO v7: https://youtube.com/playlist?list=PLkz_y24mlSJagh6O2MIrgI-Ki-t1rhjLI ► Sign Language Detection Using YOLO v5: https://youtube.com/playlist?list=PLkz_y24mlSJYWpwFbU8fyaBSwihoVHiJz ►ONNX (Open Neural Network Exchange): https://youtube.com/playlist?list=PLkz_y24mlSJZJx9sQJCyFZt50S4ji1PeR 😀Please donate if you want to support the channel through Buy me a coffee: https://www.buymeacoffee.com/dswithbappy This channel focuses on providing content on Data Science, Artificial Intelligence, Machine Learning, Deep Learning, Computer Vision, Natural language processing, Python programming, etc. in Bangla and English. My mission is to provide inspiration, motivation & good quality education to students for learning and human development, and to become an expert in Artificial Intelligence, Machine Learning, Deep Learning, Computer Vision, Natural language processing, Python programming, and so on. #dswithbappy aims to change this education system of Bangladesh. I believe that high-quality education is not just for the privileged few. It is the right of everyone who seeks it. My aim is to bring quality education to every single student. All I need from you is intent, a ray of passion to learn. Thanks! #dswithbappy Connect with me here: Twitter: https://twitter.com/bappy913873 Facebook: https://www.facebook.com/groups/dswithbappy instagram: https://www.instagram.com/entbappy/ linkedin : https://www.linkedin.com/in/boktiarahmed73/ Github: https://github.com/entbappy 🙏🙏🙏🙏🙏🙏🙏🙏 YOU JUST NEED TO DO 3 THINGS to support my channel LIKE SHARE & SUBSCRIBE TO MY YOUTUBE CHANNEL