Alberta Machine Intelligence Institute

The Alberta Machine Intelligence Institute (Amii) is home to some of the world’s top talent in machine intelligence. We’re an Alberta-based
research institute that pushes the bounds of academic knowledge and guides business understanding of artificial intelligence and machine learning.

Coursera

University of Alberta,Alberta Machine Intelligence Institute

Fundamentals of Reinforcement Learning (Coursera)

Data Science

Dive into the world of Reinforcement Learning, a crucial subfield of Machine Learning that focuses on developing intelligent agents capable of making decisions based on interaction with their environment. This course provides an in-depth understanding of statistical learning techniques where an agent takes actions to maximize rewards. Ideal for those interested in interactive AI and automated decision-making processes.

Jun 22nd 2026

4 Weeks

ML Artificial Intelligence Machine Learning

Coursera

Alberta Machine Intelligence Institute

Data for Machine Learning (Coursera)

Statistics & Data Analysis Data Science

Embark on a journey to understand the critical role that data plays in the success of your applied machine learning model. This course delves into the essential aspects of data collection, preparation, and analysis, providing you with the knowledge needed to build robust models.

Jun 22nd 2026

4 Weeks

Python Machine Learning Linear Algebra

Coursera

Alberta Machine Intelligence Institute

Optimizing Machine Learning Performance (Coursera)

Data Science

Embark on a journey to enhance your machine learning skills with 'Optimizing Machine Learning Performance'. This course is designed for those who have completed the Applied Machine Learning Specialization and are ready to tackle a complete project from start to finish. You'll delve into maintaining and operationalizing ML models, handling changing data, and identifying potential unintended effects.

Jun 22nd 2026

4 Weeks

Machine Learning Data Science Machine Learning: Algorithms in the Real World Specialization

Coursera

University of Alberta,Alberta Machine Intelligence Institute

A Complete Reinforcement Learning System (Capstone) (Coursera)

Data Science

In this final course of the Reinforcement Learning specialization, you will synthesize your acquired knowledge to build a complete reinforcement learning (RL) system. By tackling a real-world problem, you'll learn how each component—problem formulation, algorithm selection, parameter tuning, and representation design—works together in a cohesive solution. This capstone project requires you to create both the environment simulating your problem and an RL agent with neural network function approximation. You will also conduct a scientific study of your learning system, enhancing your ability to assess the robustness of RL agents.

Jun 22nd 2026

5-12 Weeks

Artificial Intelligence Algorithms Machine Learning

Coursera

University of Alberta,Alberta Machine Intelligence Institute

Sample-based Learning Methods (Coursera)

Data Science

Explore the world of sample-based learning methods in our comprehensive online course. Master intuitive yet effective algorithms like Monte Carlo methods and temporal difference learning techniques including Q-learning. Gain insights into combining model-based planning and TD updates for accelerated learning.

Jun 15th 2026

4 Weeks

Learning Artificial Intelligence Machine Learning

Coursera

University of Alberta,Alberta Machine Intelligence Institute

Prediction and Control with Function Approximation (Coursera)

Data Science

Discover how to tackle intricate problems with vast and potentially infinite state spaces by mastering prediction and control through function approximation. This course transforms the way you approach complex decision-making processes, teaching you to view value estimation as a supervised learning challenge. You'll develop agents capable of optimizing rewards by striking the perfect balance between generalizing well across states and discriminating effectively among them.

Jun 15th 2026

4 Weeks

Artificial Intelligence Machine Learning Prediction

Coursera

Alberta Machine Intelligence Institute

Machine Learning Algorithms: Supervised Learning Tip to Tail (Coursera)

Data Science

Dive into the world of Machine Learning Algorithms with our Supervised Learning Tip to Tail course. This engaging program covers essential techniques like Decision Trees, K-Nearest Neighbors, Support Vector Machines, and provides practical applications through real-world case studies. Whether you're a data scientist or business analyst, this course will equip you with the skills needed to tackle complex machine learning projects effectively.

Jun 15th 2026

4 Weeks

ML Algorithms Machine Learning

Coursera

Alberta Machine Intelligence Institute

Introduction to Applied Machine Learning (Coursera)

Data Science

Embark on an introductory journey into the world of applied machine learning with this foundational course. Designed for beginners, this program will guide you through problem definition and data preparation in a practical machine learning project setting. Whether your interest lies in finance, medicine, engineering, or business analytics, this course is tailored to equip you with essential skills to tackle real-world challenges.

Jun 15th 2026

4 Weeks

ML Machine Learning Machine Learning: Algorithms in the Real World Specialization

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