Supervised Learning Courses and Certifications

Bureau of Economic Geology

Retooling Supervised Machine Learning for Data-Driven Hydrothermal Resource Assessments

Explore machine learning approaches for unbiased geothermal resource favorability mapping, improving predictive performance and confidence in resource estimates.

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

UofU Data Science

Supervised Learning: The Setup and Hypothesis Space Selection - Lecture 3

Delve into supervised learning concepts, focusing on hypothesis space selection and its crucial role in building effective machine learning models.

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

UofU Data Science

Supervised Learning: The Setup - Lecture 2

Dive into supervised learning fundamentals through interactive games and explore key concepts like instance space, label space, and hypothesis space selection for effective model development.

• YouTube
• 1 hour 17 minutes
• Self-Paced
• Free Video

UofU Data Science

Supervised Learning: The Setup and Hypothesis Space - Lecture 3

Delve into supervised learning concepts, focusing on hypothesis space selection and its crucial role in machine learning model development and performance optimization.

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

Codeynamics

Multiple Linear Regression with Scikit-learn in Python - Supervised Machine Learning

Master multiple linear regression techniques in Python using scikit-learn, from data preprocessing to model evaluation and prediction implementation.

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

WeAreDevelopers

Self-Supervised Learning - Towards Autonomously Learning Machines

Explore cutting-edge AI techniques for autonomous learning machines, focusing on self-supervised learning methods that reduce reliance on labeled data and enhance general understanding.

• YouTube
• 31 minutes
• Self-Paced
• Conference Talk

Executive Briefing - Data Science and Machine Learning

11628 ratings at Udemy

Get a non-technical overview of Data Science and Machine Learning for Executives!

• Udemy
• 1 hour 58 minutes
• Self-Paced
• Paid Course

Foundational Machine Learning Models with Sklearn

Master fundamental machine learning algorithms using Sklearn and the Iris dataset, from linear regression to decision trees, with hands-on implementation, evaluation metrics, and model optimization techniques.

• CodeSignal
• 4 hours
• Self-Paced
• Free Certificate

Neural Networks Basics from Scratch

Master neural network fundamentals by building core AI components from scratch, including perceptrons, activation functions, and backpropagation - all without relying on high-level libraries.

• CodeSignal
• 2 hours
• Self-Paced
• Free Certificate

AI for Managers

Discover essential AI concepts, machine learning, and deep learning applications for business transformation and ethical decision-making in this manager-focused program.

• OpenLearning
• 20 hours
• Self-Paced
• Paid Course

Artificial Intelligence and Machine Learning: In-depth Short Course

You've heard of AI, but do you understand it? Learn AI today: explore algorithms, apply machine learning, solve problems and prepare yourself for the future of work.

• OpenLearning
• 50 hours
• Self-Paced
• Paid Course

Supervised machine learning and performance evaluation

Master supervised machine learning evaluation with cross-validation, nested resampling, and model selection techniques to build robust, generalizable predictive models with confidence.

• Coursera
• 4 hours
• Self-Paced
• Paid Course

Coursera

Supervised Machine Learning

Master supervised ML skills—translate business problems into ML tasks, build linear models, SVMs, tree-based and ensemble models for classification, regression, and forecasting roles.

• Coursera
• 5 weeks, 3 hours a week
• Self-Paced
• Paid Course

Learning to Predict User Preferences

Master supervised machine learning to build advanced recommendation engines using user data, logistic regression, and predictive scoring for personalized music suggestions.

• CodeSignal
• 2 hours
• Self-Paced
• Free Certificate

Fundamentals of Artificial Intelligence​

Build a strong foundation in AI concepts, classical methods, and introductory machine learning principles.

• OpenLearning
• 40 hours
• Self-Paced
• Paid Course