Intelligent Systems

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Fundamentals of Reinforcement Learning (Coursera) Coursera
University of Alberta,Alberta Machine Intelligence Institute

Fundamentals of Reinforcement Learning (Coursera)

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 8th 2026
4 Weeks
A Complete Reinforcement Learning System (Capstone) (Coursera) Coursera
University of Alberta,Alberta Machine Intelligence Institute

A Complete Reinforcement Learning System (Capstone) (Coursera)

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 8th 2026
5-12 Weeks
Sample-based Learning Methods (Coursera) Coursera
University of Alberta,Alberta Machine Intelligence Institute

Sample-based Learning Methods (Coursera)

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 1st 2026
4 Weeks
Prediction and Control with Function Approximation (Coursera) Coursera
University of Alberta,Alberta Machine Intelligence Institute

Prediction and Control with Function Approximation (Coursera)

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 1st 2026
4 Weeks
Intelligent Systems: An Introduction to Deep Learning and Autonomous Systems (FutureLearn) FutureLearn
University of York

Intelligent Systems: An Introduction to Deep Learning and Autonomous Systems (FutureLearn)

Dive into the fascinating realm of Intelligent Systems with this FutureLearn course. Uncover how deep learning is revolutionizing fields from healthcare to transportation, and understand the principles that drive these autonomous systems. This course provides a comprehensive introduction to the concepts, applications, and ethical implications of AI technologies.

Sep 20th 2021
3 Weeks
Applications of AI Technology (FutureLearn) FutureLearn
Taipei Medical University

Applications of AI Technology (FutureLearn)

Embark on a journey to understand how Artificial Intelligence (AI) is revolutionizing four critical sectors: intelligent systems, medtech, deep learning, and sustainable fishing. This comprehensive online course from FutureLearn will equip you with insights into the practical applications of AI technology and its profound influence on modern society.

May 11th 2020
4 Weeks
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