How To Deploy ML Models With Google Cloud Run

Learn how to deploy Machine Learning / Deep Learning models with Google Cloud Run. We build a simple app with TensorFlow and Flask, containerize it with Docker, and deploy it to Google Cloud Run.

Code and instructions: https://github.com/python-engineer/ml-deployment

Get my Free NumPy Handbook:
https://www.python-engineer.com/numpybook

🪁 Code faster with Kite, AI-powered autocomplete that integrates into PyCharm & VS Code:
https://www.kite.com/get-kite/?utm_medium=referral&utm_source=youtube&utm_campaign=pythonengineer&utm_content=description-only *

✅ Write cleaner code with Sourcery, instant refactoring suggestions in VS Code & PyCharm: https://sourcery.ai/?utm_source=youtube&utm_campaign=pythonengineer *

⭐ Join Our Discord : https://discord.gg/FHMg9tKFSN

📓 ML Notebooks available on Patreon:
https://www.patreon.com/patrickloeber

If you enjoyed this video, please subscribe to the channel:
▶️ : https://www.youtube.com/channel/UCbXgNpp0jedKWcQiULLbDTA?sub_confirmation=1

~~~~~~~~~~~~~~~ CONNECT ~~~~~~~~~~~~~~~

🖥️ Website: https://www.python-engineer.com
🐦 Twitter – https://twitter.com/python_engineer
✉️ Newsletter – https://www.python-engineer.com/newsletter
📸 Instagram – https://www.instagram.com/patloeber
🦾 Discord: https://discord.gg/FHMg9tKFSN
▶️ Subscribe: https://www.youtube.com/channel/UCbXgNpp0jedKWcQiULLbDTA?sub_confirmation=1

~~~~~~~~~~~~~~ SUPPORT ME ~~~~~~~~~~~~~~

🅿 Patreon – https://www.patreon.com/patrickloeber

#Python

Resources:
https://cloud.google.com/sdk/docs/install
https://cloud.google.com/run/docs/quickstarts/build-and-deploy#containerizing
https://sararobinson.dev/2020/08/18/ml-ops-cloud-run.html

TensorFlow course: https://www.youtube.com/playlist?list=PLqnslRFeH2Uqfv1Vz3DqeQfy0w20ldbaV
PyTorch course: https://www.youtube.com/playlist?list=PLqnslRFeH2UrcDBWF5mfPGpqQDSta6VK4

Timeline:
00:00 Introduction
00:52 Prepare Model
04:27 Write Flask App
12:20 Setup Google Cloud Project
12:59 Google Cloud SDK
13:47 Dockerfile
16:41 Deploy

———————————————————————————————————-
* This is an affiliate link. By clicking on it you will not have any additional costs, instead you will support me and my project. Thank you so much for the support! 🙏

Source of this Python/AI Video

AI video(s) you might be interested in …