Search results for machine learning

MathWorks

Predictive Modeling and Machine Learning with MATLAB

81 reviews

Learn to build, evaluate, and optimize regression and classification models using MATLAB. Apply supervised machine learning workflows to real-world datasets and improve model performance through feature selection and hyperparameter tuning.

• Coursera
• 18 hours 52 minutes
• On-Demand
• Free Online Course (Audit)

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

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)

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)

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

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)

Neural Networks and Deep Learning

16 reviews

Explore neural networks and deep learning fundamentals, from building and training models to applying them in real-world scenarios. Gain practical skills for AI development and machine learning applications.

• Coursera
• 1 day 35 minutes
• 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 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

Deep Teaching Solutions

Learning How to Learn: Powerful mental tools to help you master tough subjects

26070 reviews

Discover powerful mental tools and learning techniques used by experts across disciplines to master tough subjects, overcome procrastination, and enhance memory and problem-solving skills.

• Coursera
• 15 hours 35 minutes
• On-Demand
• Free Online Course (Audit)

• 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

University of Alberta;  Alberta Machine Intelligence Institute

Sample-based Learning Methods

42 reviews

Explore sample-based learning methods in reinforcement learning, including Monte Carlo, temporal difference, and Dyna. Learn to estimate value functions, implement algorithms, and improve sample efficiency.

• Coursera
• 22 hours 16 minutes
• On-Demand
• Free Online Course (Audit)

Machine Learning: Clustering & Retrieval

5 reviews

Explore similarity-based algorithms for document retrieval, clustering techniques, and topic modeling. Learn to implement k-nearest neighbors, k-means, EM, and LDA for analyzing large text datasets.

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

Learning from Data (Introductory Machine Learning course)

10 reviews

Comprehensive introduction to machine learning theory, algorithms, and applications, balancing mathematical foundations with practical insights for students from diverse backgrounds.

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

Mindshift: Break Through Obstacles to Learning and Discover Your Hidden Potential

7926 reviews

Boost your career and life with essential skills for effective learning, mentorship, and overcoming obstacles. Discover hidden potential and adapt to today's fast-paced environment.

• Coursera
• 10 hours 43 minutes
• On-Demand
• Free Online Course (Audit)

• Best of All Time