Automating AWS with Boto3 Part 2: Deploying PyTorch Models
Learn how to deploy PyTorch models on AWS using Boto3, automate inference pipelines, and scale machine learning workflows in the cloud. Master AWS Lambda, SageMaker, and Boto3 to seamlessly deploy and serve PyTorch models for efficient, serverless predictions. Discover best practices for automating model deployment, managing endpoints, and.
- Master AWS Lambda, SageMaker, and Boto3 to seamlessly deploy and serve PyTorch models for efficient, serverless predictions.
- Discover best practices for automating model deployment, managing endpoints, and optimizing performance when running PyTorch on AWS.
Prabhakaran SPrincipal Data Scientist
Included in All-Access, one membership for every course.
- Lessons
- 7, in 4 chapters
- Video
- 1 h 23 min
- Certificate
- On completion
What you'll be able to do
- How to Deploy a PyTorch image recognition model in the serverless AWS Lambda service.
- Enable event triggering via S3 storage and do batch inferencing of uploaded images
- Store the results in S3
Course content
4 chapters · 7 lessons · 1 h 23 min
01Introduction1 lesson · 19 min
- Introduction19:17
02Getting Started with Boto34 lessons · 26 min
- Getting Started2:30
- Hands on Setting Up your S3 buckets5:42
- Introduction to AWS Lamda5:24
- Create and Deploy Lambda Function - Minimal Example11:55
03Lambda Function1 lesson · 18 min
- Lambda Function with S3 Triggering18:01
04AWS Rekognition1 lesson · 20 min
- Building the image Classification with AWS Rekognition20:25
What you need
- Basics of Python
- Foundational knowledge of Data Science
- High school maths
Who this course is for
- Data Science Aspirants
- Data Science Professionals
- Software/Data engineers interested in quantitative analysis
- Professionals working with large datasets
- Data analysts, economists, researchers
Your instructor
Prabhakaran S
Principal Data Scientist
My name is Selva, and I am super excited to mentor you on this course!
I head the Data Science team for a global Fortune 500 company and over the last 10 years of my data science experience I've deployed 20+ global products. I'm also the Founder and Chief Author of Machine Learning Plus, which has over 4M annual readers.
I specialize in covering the in-depth intuition and maths of any concept or algorithm. And based on my existing student requests, I've put up the series of courses and projects with detailed explanations, just like on-the-job experience. Hope you love it!
- from 3,965 ratings
- 4.92
- learners
- 57K+
- courses
- 85
Questions
How do I get this course?
It is part of All-Access: one membership that opens all 85 courses. The plans and prices are on our course site. You can watch the free preview lessons before you join.
Can I get a refund?
Yes. If the membership is not right for you, ask for a refund within 30 days of your first payment.
Can I learn on my phone?
Yes. Lessons play in the browser on any phone, tablet or computer, and your place is saved for the next device.
I am already a member. Where are my courses?
On our course site, edu.machinelearningplus.com. Sign in there with the email you joined with. The courses move to this site later, with your access, and you will not pay again.
