Ultimate MLOps Full Course in One Video 🔥

🚀 Welcome to the Ultimate MLOps Full Course in One Video (12 Hours)

Master Machine Learning Operations (MLOps) with this comprehensive 12-hour crash course. Designed for data scientists, ML engineers, DevOps professionals, and AI enthusiasts, this course covers everything from model building to deployment using modern MLOps tools and practices.

🔍 What You'll Learn:

👉🏻Introduction to MLOps and its importance
👉🏻End-to-End ML pipeline setup
👉🏻ML Pipeline Management using DVC
👉🏻CI/CD for ML with GitHub Actions, Circle CI & Jenkins
👉🏻Containerization using Docker
👉🏻Orchestration with Kubernetes
👉🏻Model tracking & registration with MLflow
👉🏻Model deployment using FastAPI, Flask, and more
👉🏻Monitoring and logging
👉🏻Amazon Sagemekaer
👉🏻Cloud deployment tips (AWS/GCP)

📁 Resources:
👉 Code Repository: https://github.com/entbappy/Ultimate-MLOps-Full-Course

👉🏻Table of contents:

00:00:00 - Introduction & Overview
00:52:08 - Understand MLOPs with Real World Analogy
00:41:07 - Introduction to MLOps & Importance
01:14:11 - Why Linux for MLOps
01:25:45 - Setting Up Linux with AWS EC2
01:31:55 - Required Linux Commands for MLOps
01:54:09 - Getting Started With Git And GitHub
02:08:22 - Local and Remote Repository Setup
02:13:16 - How to do code management using Git
02:22:01 - Git Branch Management
02:25:53 - Introduction to DVC
02:37:31 - Build & Track ML Pipelines with DVC
03:09:31 - Fundamentals of Cloud for MLOps
03:26:39 - Introduction to MLFlow and Experiment Tracking
03:42:34 - MLFlow Experiment Tracking with Dagshub
04:05:17 - Docker Introduction
04:25:30 - Docker Installation
04:30:13 - Docker Practical Demo
04:37:42 - Creating our custom images with Docker
04:52:33 - End-to-End Real ML Project Implementation with MLOPs
07:20:16 - CICD: Continuous integration and continuous delivery/deployment
07:25:47 - CICD Deployment with GitHub Actions
07:42:46 - CICD Deployment with Jenkins
09:12:18 - CICD Deployment with Circle CI
10:18:09 - Kubernetes
10:46:14 - ML Project using AWS Sagemaker
11:08:48 - Grafana for Monitoring

#MLOps #MLOpsCourse #MachineLearning #EndToEndML #MLProject #CI_CD #Docker #Kubernetes #MLflow #DataScience #MLOpsTools #DevOps #AI #ModelDeployment #FullCourse

Check out my other playlists:
► MLOps Production Ready Machine Learning Project: https://youtube.com/playlist?list=PLkz_y24mlSJZvJOj1UXiJPVRQrNFdNEXX&si=yxL3EpwDcOslx3du
► End To End Data Science Projects Implementation: https://youtube.com/playlist?list=PLkz_y24mlSJaGcOXgJSuMM62sFha4fank&si=L0O96gFeduHCEVdi
► MLflow For Data Science | MLOps: https://youtube.com/playlist?list=PLkz_y24mlSJZrqiZ4_cLUiP0CBN5wFmTb&si=mOOoyy6gcNmG3IqS
► The Complete Self Driving Car Course: https://youtube.com/playlist?list=PLkz_y24mlSJawbZz-fJrrxZi0QNmJ5aP6&si=iC2PZhLG5Q5J3tF6
► 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, Generative AI, MLOPs, Python programming, etc. in 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, Generative AI, MLOPs, Python programming, and so on.

#dswithbappy aims to provide unique & high-quality free education.
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, and a ray of passion to learn.

Thanks!
#dswithbappy

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