Supervised Learning Courses and Certifications

Agreenium

Chimiometrie, chapitre 2/2 : les méthodes supervisées

Le présent chapitre est consacré aux méthodes supervisées (régressions, discrimination, robustesse, sélection de variables) ainsi qu'à la validation de méthodes analytiques.

• France Université Numerique
• 60 hours
• On-Demand
• Free Online Course

Introduction to Machine Learning Course

20 reviews

This class will teach you the end-to-end process of investigating data through a machine learning lens. Learn online, with Udacity.

• Udacity
• 10 weeks
• On-Demand
• Free Online Course

Statistical Learning with R

28 reviews

Learn some of the main tools used in statistical modeling and data science. We cover both traditional as well as exciting new methods, and how to use them in R. Course material updated in 2021 for second edition of the course textbook.

• edX
• 11 weeks, 3-5 hours a week
• On-Demand
• Free Online Course (Audit)

University of Alberta;  Alberta Machine Intelligence Institute

Prediction and Control with Function Approximation

22 reviews

Explore advanced reinforcement learning techniques for large state spaces, including function approximation, feature construction, and policy gradient methods. Apply these concepts to solve continuous-state control tasks.

• Coursera
• 21 hours 51 minutes
• On-Demand
• Free Online Course (Audit)

Kaggle;  Amazon;  Amazon Web Services Microcredential

AWS Machine Learning Engineer Nanodegree

11 reviews

Master foundational ML skills, from supervised learning to deep learning. Deploy models to production environments and complete a capstone project in your chosen domain.

• Udacity
• 4 months 2 weeks 5 days 11 hours 36 minutes
• On-Demand
• Paid Course

Machine Learning

376 reviews

Machine learning is the science of getting computers to act without being explicitly programmed. This course provides a broad introduction to machine learning, datamining, and statistical pattern recognition.

• Coursera
• 11 weeks, 61 hours a week
• Finished
• Free Online Course (Audit)

In this course, you'll learn how to apply Supervised, Unsupervised and Reinforcement Learning techniques for solving a range of data science problems.

• Udacity
• 16 weeks
• On-Demand
• Free Online Course

Machine Learning Fundamentals

8 reviews

Understand machine learning's role in data-driven modeling, prediction, and decision-making.

• edX
• 10 weeks, 8-10 hours a week
• On-Demand
• Free Online Course (Audit)

Introducción a la Inteligencia Artificial: Principales Algoritmos

26 reviews

Aprende cómo funcionan los algoritmos de inteligencia artificial que hacen posible los chatbos, automóviles autónomos, el reconocimiento de voz y más.

• edX
• 4 weeks, 4-5 hours a week
• On-Demand
• Free Online Course (Audit)

Modelos predictivos con Machine Learning

25 reviews

En este curso conocerás los fundamentos del aprendizaje automático y como crear modelos de predicción, regresión y clasificación con ayuda de Python. Explorarás problemas de clasificación, regresión, series de tiempo, agrupamiento y sistemas expertos.

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

Microcredential

Machine Learning

1 review

Comprehensive introduction to machine learning fundamentals, covering supervised and unsupervised learning techniques, with practical applications and best practices from Silicon Valley.

• Coursera
• 13 weeks, 9 hours a week
• On-Demand
• Paid Course
• 3 courses

Applied Machine Learning in Python

6 reviews

Learn applied machine learning techniques using Python, from clustering to predictive modeling, with a focus on practical implementation and evaluation using scikit-learn.

• Coursera
• 1 day 7 hours 22 minutes
• On-Demand
• Free Online Course (Audit)

Statistical Learning with Python

14 ratings at edX

Learn some of the main tools used in statistical modeling and data science. We cover both traditional as well as exciting new methods, and how to use them in Python.

• edX
• 11 weeks, 3-5 hours a week
• On-Demand
• Free Online Course (Audit)

Stanford Seminar - Dialog Markets

Explore the potential of machine learning in complex problem-solving through dialog automation, cognitive actions, and crowdsourced contributions in a market-based system for high-quality conversations.

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

Curation and Analysis of Annotated Medical Images Across Institutions - Xiaoyuan Guo

Explore techniques for curating and analyzing annotated medical images across institutions, focusing on data sharing challenges, anomaly detection, and OOD-aware image retrieval for improved dataset quality and future analysis.

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