This module teaches students the necessary software engineering skills for model deployment. Students will learn the basics of web applications, REST APIs, model serving, and inference.
This module teaches students the necessary software engineering skills for model deployment. Students will learn the basics of web applications, REST APIs, model serving, and inference.
Students will not only learn how to create inference APIs but also how to deploy the prediction services in a local Docker container, AWS Lambda, Sagemaker, and AWS ECS/Fargate. The scaling part will be introduced in a later module.
Learning Outcomes
Learn the fundamentals of web applications and Microservices
Learn how to build and deploy basic Python-based applications using FastAPI and Flask
Learn how to create an inference API using FastAPI
Learn how to package and structure ML projects
Learn how to deploy ML Models in different types of infrastructures
Key Skill:
Model Serving, Prediction Service, Inference API, Model Deployment
WeCloudData is the leading data science and AI academy. Our blended learning courses have helped thousands of learners and many enterprises make successful leaps in their data journeys
WeCloudData is a learning academy that focuses on providing the best quality data and AI training to our students and corporate clients. In order to achieve our vision, we not only created a data skills training school that is recognized as the best training school in the data and AI category but also created our consultancy and career services branches to support our students.
In the next 10 years, we want to influence millions of learners and bring positive changes to the future of work through our relentless efforts on delivering the best learning experience, innovation in technology, and creating the environment for work-integrated learning.
We are the best at what we do, and we are striving to create the standards to push the industry forward.
We Focus On Project-based Learning
Our curriculum design committee (made up of experienced data scientists from startups and tech firms) ensures that real-world project experiences are built into each course. We cover the most in-depth knowledge and relevant skills that are actually required by the job market. We want to help our learners develop the highly in-demand data skills and experience of both today and tomorrow.
We Believe In Technology Investment
WeCloudData is more than a training academy. We are a startup that leverages the most cutting-edge data and AI technology to power our learners' experiences. We know the industry's demands and trends very well, and that's why we are so confident in our teaching. We believe our ed-tech products will power the future of learning and work.
We Truly Care About Our Students
We understand the challenges of job hunting and career transformation, and we’re committed to helping each and every student gain the knowledge, skills, and experience that will help them get a job offer and launch a successful career.
Our Vision
WeCloudData believes that the future of work is going to be very different from what we’re used to today, whether it be the gig economy or the passion economy. That also requires a very different kind of training and learning experience.
The primary goal of the software tester is to develop the most effective possible ways to test the software for which he or she is involved in writing test cases and test scenarios.
IT QA testers are the backbone of a software development life cycle. In this program, you will learn to approach various testing methodologies and planning methods that ensure the final product meets the requirements set by the client and reduce the number of errors in software.
Implement the appropriate practices for a specific project from the start, rather than waiting and finding that the schedule and budget have been exceeded.
You can study at your own convenience. Our Selenium Test Automation Course will teach you the knowledge and understanding fundamentals of Selenium Webdriver automation with a practical approach to applying knowledge to practice.
Provides an eye-opening view into this challenging task. It provides a complete picture of the testing process, how it fits into the development lifecycle, how to properly scope & prioritize testing activities,& what techniques to use for optimal results.
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