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/patrickloeber/ml-deployment
Get my Free NumPy Handbook:
https://www.python-engineer.com/numpybook
✅ 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/patloeber
✉️ 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
Watch on YouTube ↗
(saves to browser)
Sign in to unlock AI tutor explanation · ⚡30
Playlist
Uploads from Patrick Loeber · Patrick Loeber · 0 of 60
← Previous
Next →
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
Lists in Python - Advanced Python 01 - Programming Tutorial
Patrick Loeber
Tuples in Python - Advanced Python 02 - Programming Tutorial
Patrick Loeber
Dictionaries in Python - Advanced Python 03 - Programming Tutorial
Patrick Loeber
Sets in Python - Advanced Python 04 - Programming Tutorial
Patrick Loeber
Strings in Python - Advanced Python 05 - Programming Tutorial
Patrick Loeber
Collections in Python - Advanced Python 06 - Programming Tutorial
Patrick Loeber
Itertools in Python - Advanced Python 07 - Programming Tutorial
Patrick Loeber
Lambda in Python - Advanced Python 08 - Programming Tutorial - Map Filter Reduce
Patrick Loeber
Exceptions in Python - Advanced Python 09 - Programming Tutorial
Patrick Loeber
Logging in Python - Advanced Python 10 - Programming Tutorial
Patrick Loeber
JSON in Python - Advanced Python 11 - Programming Tutorial
Patrick Loeber
Random Numbers in Python - Advanced Python 12 - Programming Tutorial
Patrick Loeber
Decorators in Python - Advanced Python 13 - Programming Tutorial
Patrick Loeber
Generators in Python - Advanced Python 14 - Programming Tutorial
Patrick Loeber
Threading vs Multiprocessing in Python - Advanced Python 15 - Programming Tutorial
Patrick Loeber
Threading in Python - Advanced Python 16 - Programming Tutorial
Patrick Loeber
Multiprocessing in Python - Advanced Python 17 - Programming Tutorial
Patrick Loeber
Function arguments in detail - Advanced Python 18 - Programming Tutorial
Patrick Loeber
The asterisk (*) operator in Python - Advanced Python 19 - Programming Tutorial
Patrick Loeber
Shallow vs Deep Copying in Python - Advanced Python 20 - Programming Tutorial
Patrick Loeber
Context Managers in Python - Advanced Python 21 - Programming Tutorial
Patrick Loeber
KNN (K Nearest Neighbors) in Python - Machine Learning From Scratch 01 - Python Tutorial
Patrick Loeber
Linear Regression in Python - Machine Learning From Scratch 02 - Python Tutorial
Patrick Loeber
Logistic Regression in Python - Machine Learning From Scratch 03 - Python Tutorial
Patrick Loeber
Linear and Logistic Regression in 60 lines of Python - Machine Learning From Scratch 04
Patrick Loeber
Naive Bayes in Python - Machine Learning From Scratch 05 - Python Tutorial
Patrick Loeber
Perceptron in Python - Machine Learning From Scratch 06 - Python Tutorial
Patrick Loeber
SVM (Support Vector Machine) in Python - Machine Learning From Scratch 07 - Python Tutorial
Patrick Loeber
Decision Tree in Python Part 1/2 - Machine Learning From Scratch 08 - Python Tutorial
Patrick Loeber
Decision Tree in Python Part 2/2 - Machine Learning From Scratch 09 - Python Tutorial
Patrick Loeber
Random Forest in Python - Machine Learning From Scratch 10 - Python Tutorial
Patrick Loeber
PCA (Principal Component Analysis) in Python - Machine Learning From Scratch 11 - Python Tutorial
Patrick Loeber
K-Means Clustering in Python - Machine Learning From Scratch 12 - Python Tutorial
Patrick Loeber
Anaconda Tutorial - Installation and Basic Commands
Patrick Loeber
PyTorch Tutorial 01 - Installation
Patrick Loeber
PyTorch Tutorial 02 - Tensor Basics
Patrick Loeber
PyTorch Tutorial 03 - Gradient Calculation With Autograd
Patrick Loeber
PyTorch Tutorial 04 - Backpropagation - Theory With Example
Patrick Loeber
PyTorch Tutorial 05 - Gradient Descent with Autograd and Backpropagation
Patrick Loeber
PyTorch Tutorial 06 - Training Pipeline: Model, Loss, and Optimizer
Patrick Loeber
PyTorch Tutorial 07 - Linear Regression
Patrick Loeber
PyTorch Tutorial 08 - Logistic Regression
Patrick Loeber
PyTorch Tutorial 09 - Dataset and DataLoader - Batch Training
Patrick Loeber
PyTorch Tutorial 10 - Dataset Transforms
Patrick Loeber
Download Images With Python Automatically - Python Web Scraping Tutorial
Patrick Loeber
PyTorch Tutorial 11 - Softmax and Cross Entropy
Patrick Loeber
Select Movies with Python - Web Scraping Tutorial
Patrick Loeber
PyTorch Tutorial 12 - Activation Functions
Patrick Loeber
List Comprehension in Python - A Python Feature You MUST KNOW - Python Tutorial
Patrick Loeber
PyTorch Tutorial 13 - Feed-Forward Neural Network
Patrick Loeber
How To Add A Progress Bar In Python With Just One Line - Python Tutorial
Patrick Loeber
PyTorch Tutorial 14 - Convolutional Neural Network (CNN)
Patrick Loeber
The Walrus Operator - New in Python 3.8 - Python Tutorial
Patrick Loeber
PyTorch Tutorial 15 - Transfer Learning
Patrick Loeber
YouTube Data API Tutorial with Python - Analyze Channel Statistics - Part 1
Patrick Loeber
YouTube Data API Tutorial with Python - Find Channel Videos - Part 2
Patrick Loeber
YouTube Data API Tutorial with Python - Get Video Statistics - Part 3
Patrick Loeber
YouTube Data API Tutorial with Python - Analyze the Data - Part 4
Patrick Loeber
AdaBoost in Python - Machine Learning From Scratch 13 - Python Tutorial
Patrick Loeber
Ultimate FREE Study Guide for Machine Learning and Deep Learning
Patrick Loeber
More on: ML Pipelines
View skill →
Related AI Lessons
⚡
⚡
⚡
⚡
KAN-MLP-Mixer: A comprehensive investigation of the usage of Kolmogorov-Arnold Networks (KANs) for improving IMU-based Human Activity Recognition
ArXiv cs.AI
Interference-Aware Multi-Task Unlearning
ArXiv cs.AI
Optimizing Cement Kiln Heat Consumption: A Process Engineer’s Python Approach
Dev.to · Aminuddin M Khan
Ferrari for Grocery Shopping?
Medium · LLM
Chapters (7)
Introduction
0:52
Prepare Model
4:27
Write Flask App
12:20
Setup Google Cloud Project
12:59
Google Cloud SDK
13:47
Dockerfile
16:41
Deploy
🎓
Tutor Explanation
DeepCamp AI