Deploy in AWS Lambda
Learn how to serve machine learning from AWS Lambda. Understand the AWS Lambda service, set it up and learn how to deploy ML in Lambda in minutes without provisioning or managing infrastructure.
Prabhakaran SPrincipal Data Scientist
Included in All-Access, one membership for every course.
- Lessons
- 13
- Video
- 1 h 4 min
- Free to watch
- 2 lessons
- Certificate
- On completion
What you'll be able to do
- What is AWS Lambda
- How to modify ML models in order to host in AWS Lambda
- How to write Lambda handler functions
- How to debug the lambda functions
- How to manage dependencies
- Serving Logistic regression and Decision trees examples
Course content
1 chapter · 13 lessons · 1 h 4 min · 2 free to preview
01Lessons13 lessons · 1 h 6 min
- 01. Intro to AWS LambdaPreview7:00
- Download Resources1:00
- 02. ML functions on AWS Lambda - TheoryPreview9:36
- 03. Creating the lambda function5:03
- 04. Building Logistic Regression model2:44
- 05. Coding the lambda handler10:56
- Course Review1:00
- 06. How to debug aws lambda functions5:12
- 07. Building the Decision Tree Model3:05
- 08. Extracting the rules automatically4:39
- 09. Building the Decision tree Lambda Handler2:59
- Decision Tree deployment3:54
- How to handle compute intensive tasks in dedicated container?8:51
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.
