Alberta Machine Intelligence Institute Courses

Sample-based Learning Methods

40 reviews

In this course, you will learn about several algorithms that can learn near optimal policies based on trial and error interaction with the environment---learning from the agent’s own experience. Learning from actual experience is striking because it requ…

• Coursera
• 22 hours worth of material, 4 weeks long
• 16th Jan, 2023
• Free Online Course (Audit)

Prediction and Control with Function Approximation

19 reviews

In this course, you will learn how to solve problems with large, high-dimensional, and potentially infinite state spaces. You will see that estimating value functions can be cast as a supervised learning problem---function approximation---allowing you to…

• Coursera
• 22 hours worth of material, 4 weeks long
• 16th Jan, 2023
• Free Online Course (Audit)

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 worth of material, 4 weeks long
• 9th Jan, 2023
• Free Online Course (Audit)

• Best of All Time

A Complete Reinforcement Learning System (Capstone)

23 reviews

In this final course, you will put together your knowledge from Courses 1, 2 and 3 to implement a complete RL solution to a problem. This capstone will let you see how each component---problem formulation, algorithm selection, parameter selection and rep…

• Coursera
• 16 hours worth of material, 6 weeks long
• 9th Jan, 2023
• Free Online Course (Audit)

Introduction to Applied Machine Learning

705 ratings at Coursera

This course is for professionals who have heard the buzz around machine learning and want to apply machine learning to data analysis and automation. Whether finance, medicine, engineering, business or other domains, this course will introduce you to prob…

• Coursera
• 6-7 hours worth of material, 4 weeks long
• 16th Jan, 2023
• Free Online Course (Audit)

Machine Learning Algorithms: Supervised Learning Tip to Tail

405 ratings at Coursera

This course takes you from understanding the fundamentals of a machine learning project. Learners will understand and implement supervised learning techniques on real case studies to analyze business case scenarios where decision trees, k-nearest neighbo…

• Coursera
• 9-10 hours worth of material, 4 weeks long
• 16th Jan, 2023
• Free Online Course (Audit)

Data for Machine Learning

96 ratings at Coursera

This course is all about data and how it is critical to the success of your applied machine learning model. Completing this course will give learners the skills to: Understand the critical elements of data in the learning, training and operation phases U…

• Coursera
• 12 hours worth of material, 4 weeks long
• 9th Jan, 2023
• Free Online Course (Audit)

Optimizing Machine Learning Performance

45 ratings at Coursera

This course synthesizes everything your have learned in the applied machine learning specialization. You will now walk through a complete machine learning project to prepare a machine learning maintenance roadmap. You will understand and analyze how to d…

• Coursera
• 12 hours worth of material, 4 weeks long
• 9th Jan, 2023
• Free Online Course (Audit)

Microcredential

Machine Learning: Algorithms in the Real World

This specialization is for professionals who have heard the buzz around machine learning and want to apply machine learning to data analysis and automation. Whether finance, medicine, engineering, business or other domains, this specialization will set y…

• Coursera
• 3 hours a week, 17 weeks long
• Paid Course
• 4 courses

Optimizing Machine Learning Model Performance

By the end of this course you will have all the tools and understanding you need to confidently roll out a machine learning project and prepare to optimize it in your business context.

• Coursera
• 30th Nov, 2019
• Free Online Course (Audit)