Machine Learning Models Courses and Certifications

Deploy and consume models with Azure Machine Learning

Learn to deploy and consume machine learning models using Azure, covering managed online endpoints for real-time inferencing and batch endpoints for large-scale processing with the Python SDK v2.

• Microsoft Learn
• 1 hour 29 minutes
• On-Demand
• Free Online Course

Train models with scripts in Azure Machine Learning

Learn to run training scripts, track metrics with MLflow, and perform hyperparameter tuning in Azure Machine Learning. Gain hands-on experience with command jobs, MLflow integration, and sweep jobs for efficient model development.

• Microsoft Learn
• 1 hour 57 minutes
• On-Demand
• Free Online Course

Create machine learning models with R and tidymodels

Explore data analysis, regression, classification, and clustering using R and tidymodels. Learn to train, evaluate, and optimize machine learning models for various applications.

• Microsoft Learn
• 5 hours
• On-Demand
• Free Online Course

Train models in Azure Machine Learning with the CLI (v2)

Train models in Azure Machine Learning with the CLI (v2)

• Microsoft Learn
• 2 hours 56 minutes
• On-Demand
• Free Online Course

Operationalize machine learning models (MLOps)

Learn end-to-end MLOps with Azure Machine Learning, covering job automation, GitHub Actions integration, feature-based development, code quality checks, environment management, and model deployment to managed endpoints.

• Microsoft Learn
• 4 hours 51 minutes
• On-Demand
• Free Online Course

Manage and review models in Azure Machine Learning

Learn to log and register models with MLflow, and create and evaluate Responsible AI dashboards in Azure Machine Learning using Python SDK v2.

• Microsoft Learn
• 1 hour 22 minutes
• On-Demand
• Free Online Course

Train compute-intensive models with Azure Machine Learning

Learn to efficiently preprocess data, train compute-intensive models, and deploy deep learning workloads using Azure Machine Learning, focusing on GPU optimization and distributed training.

• Microsoft Learn
• 1 hour 41 minutes
• On-Demand
• Free Online Course

Work with generative artificial intelligence (AI) models in Azure Machine Learning

Explore and fine-tune large language models using Azure Machine Learning. Learn about NLP history, Transformer architecture, and hands-on deployment of foundation models for practical AI applications.

• Microsoft Learn
• 54 minutes
• On-Demand
• Free Online Course

Create machine learning models

Machine learning is the foundation for predictive modeling and artificial intelligence. Learn some of the core principles of machine learning and how to use common tools and frameworks to train, evaluate, and use machine learning models.

• Microsoft Learn
• 6 hours 19 minutes
• On-Demand
• Free Online Course

AutoML Automated Machine Learning BootCamp (No Code ML)

252 ratings at Udemy

Build State of the Art Machine Learning Models without a single line of code

• Udemy
• 1 hour 5 minutes
• On-Demand
• Paid Course

Yannic Kilcher

Diffusion Models Beat GANs on Image Synthesis - Machine Learning Research Paper Explained

Explore how Diffusion Models outperform GANs in image synthesis, with improved architecture, classifier guidance, and better sample quality while maintaining distribution coverage.

• YouTube
• 55 minutes
• On-Demand
• Free Video

Python Lessons

Machine Learning Training Utilities - Build Custom OCR, ASR, and Object Detection Models with TensorFlow and PyTorch

Master TensorFlow and PyTorch through hands-on projects including OCR, handwriting recognition, ASR models, and YOLOv8 object detection with practical step-by-step tutorials.

• YouTube
• 4 hours 29 minutes
• On-Demand
• Free Video

Coursera

Auto Machine Learning (AutoML) Using AutoGluon

Learn to rapidly prototype powerful machine learning models for classification problems using AutoGluon, the library behind Amazon's autopilot service, with just a few lines of code.

• Coursera
• 1 hour 57 minutes
• On-Demand
• Paid Course

Vertex AI Search for Commerce

Develop skills to design, deploy, and monitor Vertex AI Search for Retail Agent Builder solutions, including retail search and recommendation AI for enterprise customers.

• Coursera
• 5 hours 54 minutes
• On-Demand
• Paid Course

EDUCBA Microcredential

Apply AI Foundations with Python and AWS

Master AI fundamentals through hands-on Python programming and AWS cloud services, building machine learning models while exploring ethical AI practices for real-world applications.

• Coursera
• 4 weeks, 10 hours a week
• On-Demand
• Paid Course
• 4 courses