Machine Learning Courses and Certifications

Machine Learning for Musicians and Artists

93 reviews

Explore machine learning techniques for creating interactive art, music, and installations. Learn to analyze gestures, audio, and sensor data using classification, regression, and segmentation algorithms.

• Kadenze
• 50 hours
• On-Demand
• Free Online Course

• Best of All Time

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

Machine Learning Foundations: A Case Study Approach

40 reviews

Hands-on exploration of machine learning applications through practical case studies, covering regression, classification, clustering, recommender systems, and deep learning using Python.

• Coursera
• 18 hours 9 minutes
• On-Demand
• Free Online Course (Audit)

• Best of All Time

Practical Machine Learning

27 reviews

Learn essential machine learning concepts and techniques, from data collection to model evaluation, with hands-on practice using popular algorithms and the caret package in R.

• Coursera
• 8-9 hours
• On-Demand
• Free Online Course (Audit)

University of Alberta;  Alberta Machine Intelligence Institute

Fundamentals of Reinforcement Learning

24 reviews

Reinforcement Learning is a subfield of Machine Learning, but is also a general purpose formalism for automated decision-making and AI. This course introduces you to statistical learning techniques where an agent explicitly takes actions and interacts wi…

• Coursera
• 15 hours 9 minutes
• On-Demand
• Free Online Course (Audit)

• Best of All Time

Machine Learning: Regression

20 reviews

Explore regression models for predicting continuous values, from simple linear to complex techniques. Learn to estimate parameters, tune with cross-validation, analyze performance, and implement in Python.

• Coursera
• 22 hours 23 minutes
• 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: Classification

9 reviews

Learn to build and implement classification models for sentiment analysis and loan default prediction using logistic regression, decision trees, and boosting techniques. Gain hands-on experience with real-world datasets and machine learning algorithms.

• Coursera
• 21 hours 25 minutes
• On-Demand
• Free Online Course (Audit)

Mathematics for Machine Learning: Multivariate Calculus

9 reviews

Explore multivariate calculus essentials for machine learning, covering gradients, chain rule, Taylor series, and optimization techniques, with practical applications in neural networks and regression.

• Coursera
• 17 hours 45 minutes
• On-Demand
• Free Online Course (Audit)

Machine Learning with Python: from Linear Models to Deep Learning.

28 reviews

An in-depth introduction to the field of machine learning, from linear models to deep learning and reinforcement learning, through hands-on Python projects. -- Part of the MITx MicroMasters program in Statistics and Data Science.

• edX
• 15 weeks, 10-14 hours a week
• On-Demand
• Free Online Course (Audit)

Aprendizaje automático (machine learning) y ciencia de datos

30 reviews

Aprende a valorizar y extraer conocimiento a partir de los datos, usando técnicas y herramientas de análisis de datos genéricas, y aprendizaje automático en particular.

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

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)