What you’ll learn
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Build machine learning model APIs and deploy models into the cloud
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Send and receive requests from deployed machine learning models
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Design testable, version controlled and reproducible production code for model deployment
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Create continuous and automated integrations to deploy your models
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Understand the optimal machine learning architecture
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Understand the different resources available to productionise your models
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Identify and mitigate the challenges of putting models in production
Specifically, you will learn:
- The steps involved in a typical machine learning pipeline
- How a data scientist works in the research environment
- How to transform the code in Jupyter notebooks into production code
- How to write production code, including introduction to tests, logging and OOP
- How to deploy the model and serve predictions from an API
- How to create a Python Package
- How to deploy into a realistic production environment
- How to use docker to control software and model versions
- How to add a CI/CD layer
- How to determine that the deployed model reproduces the one created in the research environment
Who this course is for:
- Data scientists who want to deploy their first machine learning model
- Data scientists who want to learn best practices model deployment
- Software developers who want to transition into machine learning
Can I download Deployment of Machine Learning Models course?
You can download videos for offline viewing in the Android/iOS app. When course instructors enable the downloading feature for lectures of the course, then it can be downloaded for offline viewing on a desktop.Can I get a certificate after completing the course?
Yes, upon successful completion of the course, learners will get the course e-Certification from the course provider. The Deployment of Machine Learning Models course certification is a proof that you completed and passed the course. You can download it, attach it to your resume, share it through social media.Are there any other coupons available for this course?
You can check out for more Udemy coupons @ www.coursecouponclub.com
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Disclosure: This post may contain affiliate links and we may get small commission if you make a purchase. Read more about Affiliate disclosure here.