Supervised Learning Courses and Certifications

Generative Models With Domain Knowledge for Weakly Supervised Clustering

Explore Stanford University's online material on integrating domain knowledge in deep generative models for weakly supervised clustering, with a focus on biomedical applications. Duration: 1-2 hours.

• YouTube
• 1 hour 1 minute
• On-Demand
• Free Online Course

Weakly-Supervised, Large-Scale Computational Pathology for Diagnosis and Prognosis - Max Lu

Stanford University offers a less than 1-hour session on developing diagnostic and prognostic machine learning models for pathology, with no need for manual annotation.

• YouTube
• 52 minutes
• On-Demand
• Free Online Course

Observational Supervision for Medical Image Classification

Learn from Stanford's Khaled Saab about using gaze data for medical image classification in this under 1-hour session. Explore deep learning models, gaze features, and multi-task learning frameworks.

• YouTube
• 36 minutes
• On-Demand
• Free Online Course

Introduction to Machine Learning: Supervised Learning

45 ratings at Coursera

Learn supervised ML algorithms and prediction tasks with Python in a 6-week course by the University of Colorado Boulder. Prior coding and college-level math skills required.

• Coursera
• 1 day 15 hours 59 minutes
• On-Demand
• Free Online Course (Audit)

Supervised Text Classification for Marketing Analytics

10 ratings at Coursera

Learn supervised deep learning for text classification in marketing analytics with real-world Python tutorials in a 4-week course by University of Colorado Boulder.

• Coursera
• 12 hours 23 minutes
• On-Demand
• Free Online Course (Audit)

AI skills for Engineers: Supervised Machine Learning

Learn the fundamentals of machine learning to help you correctly apply various classification and regression machine learning algorithms to real-life problems using the Python toolbox scikit-learn.

• edX
• 6 weeks, 6-8 hours a week
• On-Demand
• Free Online Course (Audit)

DeepLearning.AI;  Stanford

Supervised Machine Learning: Regression and Classification

18692 ratings at Coursera

Learn to build machine learning models in Python with DeepLearning.AI's 3-week course. Taught by AI visionary Andrew Ng, you'll master supervised learning techniques for real-world applications.

• Coursera
• 1 day 9 hours 19 minutes
• On-Demand
• Free Online Course (Audit)

Data Science: Supervised Machine Learning in Python

3058 ratings at Udemy

Full Guide to Implementing Classic Machine Learning Algorithms in Python and with Scikit-Learn

• Udemy
• 6 hours 24 minutes
• On-Demand
• Paid Course

Supervised Machine Learning: Regression

518 ratings at Coursera

IBM's 6-week course on Supervised Machine Learning: Regression. Ideal for aspiring data scientists with Python and statistics knowledge, it covers model training, error metrics, and regularization techniques.

• Coursera
• 20 hours 48 minutes
• On-Demand
• Free Online Course (Audit)

Supervised Machine Learning: Classification

312 ratings at Coursera

IBM's 6-week course on supervised machine learning focuses on classification models. It offers hands-on experience with error metrics, logistic regression, decision trees, and handling unbalanced data sets.

• Coursera
• 1 day 58 minutes
• On-Demand
• Free Online Course (Audit)

Supervised Learning and Its Applications in Marketing

Learn supervised learning techniques with Python for marketing applications, including customer segmentation, churn prediction, and recommendation systems in this 4-week course by O.P. Jindal Global University.

• Coursera
• 21 hours 53 minutes
• On-Demand
• Free Online Course (Audit)

Supervised Learning Essential Training

47 ratings at LinkedIn Learning

This mid-level course takes you through how to create one of the most common types of machine learning: supervised learning models.

• LinkedIn Learning
• 1-2 hours
• On-Demand
• Free Trial Available

Serrano.Academy

Supervised Learning

Learn linear regression, logistic regression, and SVMs in a friendly manner with Serrano.Academy's 1-2 hour material.

• YouTube
• 1 hour 30 minutes
• On-Demand
• Free Online Course

Great Learning

Supervised Learning Full Course - Supervised Learning Tutorial for Beginners

In this video we will be explaining various advantages in detail. We will also be covering different topics such as, What is Machine Learning, What are their types, Python implementation for Regression, and much more.

• YouTube
• 4 hours 46 minutes
• On-Demand
• Free Online Course

Great Learning

Supervised Machine Learning with Tree-Based Models

Master supervised machine learning with tree-based models in this 1-2 hour program by Great Learning. Learn decision tree and random forest algorithms with Python demonstrations. Earn a free certificate upon completion.

• YouTube
• 1 hour 42 minutes
• On-Demand
• Free Online Course