AutoML: Build Production-Ready Models Quickly!

Course details

All across the world, businesses are turning to machine learning to solve highly complex problems. As a result, knowing how to build ML models has become a sought-after technical skill. In this course, instructor Akintunde Oluwatobiloba Oladipo shows you how to build production-ready machine learning models quickly and easily, without making errors, using automation to optimize your workflows.

Learn the essentials of how and why machine learning has become such an indispensable tool for leaders and teams. Find out more about how to use AutoML tools to meet business-critical objectives and boost your productivity. Akintunde pulls examples for working with tabular, image, and text data sets. Test out your new skills along the way with hands-on practice challenges at the end of each section. By the end of this course, you’ll be prepared to set bigger and bolder business objectives, using AutoML modeling tools as your analytic guide.

Concepts

Introduction

Apply machine learning to problems
What you should know before you start

Building Machine Learning Models

Collecting, understanding, and preparing data
Choosing the right model for your data
Optimizing parameters and evaluating trained models
Making predictions about new data
AutoML tools - Why use them

AutoML for Tabular Data

Introducing AutoGluon
Training your first AutoGluon model
Improving your AutoGluon model
Challenge - Flight delay prediction
Solution - Flight delay prediction

AutoML for Image Data

Computer vision - How do you handle image data
Introducing Azure Custom Vision
Uploading and labeling images
Training and validating your model
Using your model
Working with code - Tradeoffs
Challenge - Multi-class classification
Solution - Multi-class classification
Cleaning up your resources

AutoML for Text Data

NLP - How do you handle text data
Introducing HugginFace AutoTrain
Formatting and uploading your data for your task
Training your AutoNLP model and making predictions
Challenge - Multi-class text classification
Solution - Multi-class text classification

Conclusion

Other AutoML tools - Retraining AutoML models automatically