AutoML Courses and Certifications

Coursera

Auto Machine Learning (AutoML) Using AutoGluon

Train and compare multiple machine learning models for classification with a few lines of code using AutoGluon, the AutoML library behind AWS autopilot.

• Coursera
• 1 hour 57 minutes
• Self-Paced
• Paid Course

Edureka

AutoML: Build ML Models without Code

Train, deploy, and monitor no-code ML models in Google Vertex AI: AutoML Tables for classification and regression, Vision and Natural Language models, plus Sheets and BigQuery integration.

• Coursera
• 4 weeks, 2 hours a week
• Self-Paced
• Paid Course

Classify Images of Clouds in the Cloud with AutoML Images

AutoML Images helps developers with limited ML expertise train high quality image recognition models. In this hands-on lab, you will learn how to train a custom model to recognize different types of clouds (cumulus, cumulonimbus, etc.).

• Google Skills
• 1 hour
• Self-Paced
• Paid Course

Krish Naik

EvalML AutoML Library to Automate Feature Engineering, Feature Selection, Model Creation and Tuning

Use EvalML to automate feature engineering, feature selection, machine learning pipeline construction, model tuning, and evaluation.

• YouTube
• 23 minutes
• Self-Paced
• Free Video

Automate Custom Vision Model Creation with AutoML for Images

See how Azure Machine Learning’s AutoML for Images automates custom vision model creation and training through quality control, retail, and fire detection examples.

• YouTube
• 2 hours 5 minutes
• Self-Paced
• Free Video

Data Science Dojo

Building and Deploying a Model Using AutoML in Azure ML - Azure Tutorial for Beginners

See how AutoML automates model training and compare evaluation metrics to choose the best model in Azure ML.

• YouTube
• 1 hour 1 minute
• Self-Paced
• Free Video

Conf42

Democratizing AI - AutoML Transforms Predictive Analytics

Discover how AutoML democratizes AI by automating machine learning workflows, comparing frameworks, and implementing enterprise strategies for predictive analytics transformation.

• YouTube
• 21 minutes
• Self-Paced
• Free Video

Conf42

Reliability at Scale - How AutoML is Transforming Enterprise SRE

Discover how AutoML revolutionizes enterprise Site Reliability Engineering through automated alert tuning, self-healing systems, and practical implementation frameworks for scalable operations.

• YouTube
• 19 minutes
• Self-Paced
• Free Video

Open Data Science

Build NLP Model with Azure ML AutoML NLP Capability

Build multilingual NLP models with Azure ML AutoML for classification and named entity recognition without writing training code.

• YouTube
• 33 minutes
• Self-Paced
• Free Video

Open Data Science

Evolution of Efficient and Robust AutoML Systems

Explore how multi-fidelity optimization, portfolio construction, and automated policy selection make AutoML systems more efficient and robust.

• YouTube
• 32 minutes
• Self-Paced
• Free Video

tinyML

Optimizing AutoML for the tinyML Future

Hardware-aware AutoML for tinyML optimizes signal processing and inference across the sensor-to-result flow while balancing accuracy, latency, and power.

• YouTube
• 27 minutes
• Self-Paced
• Free Video

Building AutoML Pipelines with Argo Workflows and Katib

Explore AutoML pipelines using Argo Workflows and Katib for efficient model selection and hyperparameter tuning in Kubernetes environments, enhancing MLOps processes.

• YouTube
• 22 minutes
• Self-Paced
• Free Video

Toronto Machine Learning Series (TMLS)

AutoML Towards Deep Learning: Optimizing Neural Architectures and Hyperparameters

Explore advances in AutoML for Deep Learning, focusing on joint optimization, efficiency, and robustness. Learn about the future of automated neural architecture and hyperparameter optimization.

• YouTube
• 57 minutes
• Self-Paced
• Free Video

Toronto Machine Learning Series (TMLS)

Turbo-Charging Data Science with AutoML

Explore open-source AutoML tools and cloud provider options to enhance data science workflows. Hands-on demonstration of installation, usage, and unique features for improved efficiency.

• YouTube
• 1 hour 49 minutes
• Self-Paced
• Free Video

No-Code Machine Learning: Practical Guide to Modern ML Tools

3702 ratings at Udemy

Build Powerful Machine Learning Models w/Zero Coding! Master Google Vertex AI, Microsoft Azure ML Designer, & DataRobot

• Udemy
• 6 hours 30 minutes
• Self-Paced
• Paid Course