Machine Learning Models Courses and Certifications

CertNexus

Train Machine Learning Models

Aprende conceptos básicos de machine learning, prueba hipótesis, y entrena, ajusta y evalúa modelos para clasificación, regresión y clustering. Requiere conocimientos en tecnología informática y programación.

• Coursera
• 1 day 4 hours 39 minutes
• Self-Paced
• Paid Course

Coursera

Tidymodels in R: Building tidy machine learning models

Learn to build tidy machine learning models in R for healthcare analytics. Preprocess clinical data, train models, and create a pipeline to predict hospital readmissions using Tidymodels.

• Coursera
• 2 hours 54 minutes
• Self-Paced
• Paid Course

EDUCBA

Learn & Build Machine Learning Models with Python

Discover how to build and evaluate machine learning models using Python, NumPy, Pandas, and Scikit-learn through hands-on projects and real-world applications.

• Coursera
• 8 hours 39 minutes
• Self-Paced
• Paid Course

Coursera

MLOps in R: Deploying machine learning models using vetiver

Learn to deploy machine learning models efficiently using Vetiver in R. Build ensemble models, set up deployment frameworks, and monitor performance through a hospital readmission scenario.

• Coursera
• 2 hours 39 minutes
• Self-Paced
• Paid Course

Packt

NLP – Machine Learning Models in Python

Master natural language processing with Python through practical applications in spam detection, sentiment analysis, text summarization, and topic modeling using algorithms like Naive Bayes, logistic regression, TextRank, and LDA.

• Coursera
• 8 hours 40 minutes
• Self-Paced
• Paid Course

Managing Machine Learning Models

Master model lifecycle management from creation to deployment, including governance, testing, monitoring, and automated scoring across SAS, Python, and R environments.

• Coursera
• 8 hours 34 minutes
• Self-Paced
• Paid Course

Azure Machine Learning: Deploy and consume models

This course teaches how to deploy and use machine learning models with Azure Machine Learning. You'll learn the essentials of getting your trained models ready for real-world applications and how to make predictions using them within the Azure cloud plat…

• edX
• 1 week, 1-2 hours/week
• Self-Paced
• Free Online Course (Audit)

Coursera

Building, Optimizing, and Validating Machine Learning Models

Master building, optimizing, and validating ML models using hyperparameter tuning, cross-validation, SHAP explanations, and automated pipelines for efficient, reproducible workflows.

• Coursera
• 12 hours 9 minutes
• Self-Paced
• Paid Course

Azure Machine Learning: Train models with scripts

This course contains information about training machine learning models using scripts within the Azure Machine Learning platform. You will learn how to programmatically train models in Azure's cloud environment, focusing on a scripted approach to machine…

• edX
• 2 weeks, 1-2 hours/week
• Self-Paced
• Free Online Course (Audit)

Coursera

Training, Evaluating, and Monitoring Machine Learning Models

Master the full ML lifecycle—train models with mini-batch strategies, evaluate performance metrics, diagnose errors, and monitor production drift with A/B testing and retraining workflows.

• Coursera
• 9 hours 24 minutes
• Self-Paced
• Paid Course

Machine Learning: Unsupervised Models

This course introduces key unsupervised machine learning techniques and explains how to choose the best algorithm for your data. Learn clustering and dimensionality reduction to find insights in unlabeled data sets.

• edX
• 1 week, 20-24 hours/week
• Self-Paced
• Free Online Course (Audit)

Hacking AI - Security & Privacy of Machine Learning Models

Explore adversarial machine learning with Prof. Dan Boneh, examining security challenges in AI models, defenses against attacks, and the balance between accuracy and privacy in ML systems.

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

Machine Learning in R & Predictive Models | 3 Courses in 1

238 ratings at Udemy

Supervised & unsupervised machine learning in R, clustering in R, predictive models in R by many labs, understand theory

• Udemy
• 7 hours 36 minutes
• Self-Paced
• Paid Course

Gradio Course - Create User Interfaces for Machine Learning Models

1 rating

Learn to create user interfaces for machine learning models using Gradio, covering components, inputs, debugging, UI/UX improvement, sharing, and deployment on Hugging Face Spaces.

• freeCodeCamp
• 1-2 hours
• Self-Paced
• Free Video

Develop Custom Object Detection Models with NVIDIA and Azure Machine Learning

Learn to create custom object detection models using Azure Machine Learning and NVIDIA. Covers workspace setup, data labeling, AutoML training, and deployment to NVIDIA Triton Inference Server for efficient GPU-accelerated inference.

• Microsoft Learn
• 2 hours 25 minutes
• Self-Paced
• Free Online Course