Airflow Tutorial: End-to-End Machine Learning Pipeline with Docker Operator

Airflow Tutorial: End-to-End Machine Learning Pipeline with Docker Operator
#AirflowTutorial #AirflowDockerOperator #MachineLearningPipeline #DataEngineering
========== VIDEO CONTENT 📚 ==========
In this comprehensive Airflow tutorial, we guide you through the process of creating an end-to-end machine-learning pipeline using the powerful Airflow Docker Operator. Learn how to simplify complex workflows and enhance your data pipeline's reproducibility and scalability.
🔥 Topics Covered:
- Introduction to Airflow Docker Operator
- Real-world use case: Creating a dataset, training a machine learning model, and publishing model artifacts to S3.
- Setup local MinIO service in docker
- Leveraging the Airflow Docker Operator to run ML pipeline in Docker containers.
- Fine-tuning your Docker Operator to switch between Python scripts seamlessly.
- Showcase running the pipeline with airflow locally or in the docker
- Troubleshooting common issues when running Airflow within Docker containers.
Whether you're a beginner or an Airflow enthusiast, this tutorial offers practical insights and hands-on examples to help you master Airflow, and Docker Operator, and build efficient machine learning pipelines.
Subscribe, like, and share this video if you find it valuable. Leave a comment to let us know what topics you'd like to see in our next tutorial. Thanks for watching, and stay tuned for more Airflow and machine learning content! 🚀
Follow along with practical examples and find all the source code in the GitHub repository linked below.
🔗 GitHub Repository: github.com/coder2j/ml-pipelin...
🔔 Subscribe: Don't forget to subscribe to our channel for more exciting tutorials. / coder2j
Subscribe, like, and share this video if you find it valuable. Leave a comment to let us know what topics you'd like to see in our next tutorial. Thanks for watching, and stay tuned for more data engineering and data science content! 🚀
Want to learn more?
2-hour beginner Airflow Tutorial: • Airflow Tutorial for B...
1-hour beginner PySpark Tutorial: • PySpark Tutorial for B...
Video Request: forms.gle/UMp4GA3krcSMMWzy9
========== T I M E S T A M P ⏰ ==========
Throughout the course, you will learn:
00:00 - Airflow Docker Operator Intro
01:53 - End-to-End ML Pipeline Real Usecase Explained
04:34 - Setup MinIO in Docker
06:48 - Create ML Pipeline with Airflow DockerOperator locally
11:18 - Create ML Pipeline with Airflow DockerOperator in Docker
========== L I N K S 🔗 ==========
Airflow 2-hour FULL COURSE 👉 • Airflow Tutorial for B...
PySpark Tutorial for Beginners 👉 • PySpark Tutorial for B...
SQL Tutorial for Beginners 👉 • SQL Tutorial for Begin...
Airflow Tutorial Tips 👉 • Airflow Tutorial Tips
Apache Airflow Tutorial for Beginners 👉 • Apache Airflow Tutoria...
========== Connect with me 👏 ==========
Twitter 👉 / coder2j
Website 👉 coder2j.com
GitHub 👉 github.com/coder2j

[@vohoang6693]

Thank you for sharing this free. I have watch and practise your airflow course . It's very easy for everyone to understand

[@baigalaa1769]

You are the GOAT!!! Thank you so much!!!❤

[@machinimaaquinix3178]

Oh perfect timing, I just finished the early core airflow videos and just setting things up for a data pipeline.

[@coder2j]

🙌

[@kbhaskar36]

Amazing video. Thank you so much for this knowledge sharing through this video.

[@chineseculture1034]

Love it like always! 🤩

[@coder2j]

🙌🙌

[@tylerdurden4285]

Please keep using your real original voice not the AI one. Its way better. Thanks for the great videos ❤