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Machine Learning in Google
AI First Think about the complex pipeline, to be successful at Machine Learning, besides creating models, you need...
![Deep Q-network](https://kzhu.ai/wp-content/uploads/2021/06/Practical-Reinforcement-Learning-19-724x1024.jpg)
Deep Q-Network in Reinforcement Learning
Deep Q-Network (DQN) is the first successful application of learning, both directly from raw visual inputs as humans...
![Function approximation in Reinforcement Learning](https://kzhu.ai/wp-content/uploads/2021/06/Practical-Reinforcement-Learning-14-724x1024.jpg)
Supervised Learning in Reinforcement Learning
Deduction to supervised learning problem In tabular method, each Q(s, a) could be seen as a parameter. There...
![Monte Carlo, Temporal difference.](https://kzhu.ai/wp-content/uploads/2021/05/Practical-Reinforcement-Learning-11-724x1024.jpg)
Model-free Reinforcement Learning
Value Iteration in real world n real world, we don’t have the state transition probability distribution or the...
![Acceleration](https://kzhu.ai/wp-content/uploads/2021/05/Aerial-Robotics-3-724x1024.jpg)
Quadrotors: Energetic and System Design
Spinning all rotors of a quad-rotor in the same direction will cause the robot to constantly rotate. The...
![Dynamic programming, issues, discounting.](https://kzhu.ai/wp-content/uploads/2021/05/Dynamic-programming-in-RL-5-724x1024.jpg)
Dynamic Programming in RL
Reward That all of what we mean by goals and purposes can be well thought of as maximization...
![Certificate Introduction to Applied Machine Learning](https://kzhu.ai/wp-content/uploads/2021/04/Coursera-25L5R75RMVKW-1024x791.jpg)
My #49 course certificate from Coursera
Introduction to Applied Machine LearningAlberta Machine Intelligence Institute This course looks at machine learning in a different light: business. Fanciful ideas...
![Certificate Introduction to Self-Driving Cars](https://kzhu.ai/wp-content/uploads/2021/04/Coursera-8779L7AZUYPN-1024x791.jpg)
My #46 course certificate from Coursera
Introduction to Self-Driving CarsUniversity of Toronto Self-driving cars! I am thrilled to pass this tough course. You have...
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My #4 specialization certificate from Coursera
Reinforcement Learning SpecializationUniversity of Alberta Anyone who loves reinforcement learning should not miss this specialization. Thank you University of Alberta! My Specialization...
![Certificate A Complete Reinforcement Learning System](https://kzhu.ai/wp-content/uploads/2021/04/Coursera-7G8RKN22N2GS-1024x791.jpg)
My #41 course certificate from Coursera
A Complete Reinforcement Learning System (Capstone)University of Alberta For moon landing, let’s build a complete Deep RL system. You will get...
![Certificate Prediction and Control with Function Approximation](https://kzhu.ai/wp-content/uploads/2021/04/Coursera-VM7X38GZY87Z-1024x791.jpg)
My #39 course certificate from Coursera
Prediction and Control with Function ApproximationUniversity of Alberta This course reaches the apex of the entire reinforcement learning specialization! Don’t...
![Certificate Sample-based Learning Methods](https://kzhu.ai/wp-content/uploads/2021/04/Coursera-Q4ZCBTEV6VFZ-1024x791.jpg)
My #37 course certificate from Coursera
Sample-based Learning MethodsUniversity of Alberta I had a terrific time! This course covers quite a few fundamental &...
![Certificate Fundamentals of Reinforcement Learning](https://kzhu.ai/wp-content/uploads/2021/04/Coursera-6H7TZRQG9VCN-1024x791.jpg)
My #36 course certificate from Coursera
Fundamentals of Reinforcement LearningUniversity of Alberta Many thanks to Prof. Martha White and Adam White for this great reinforcement learning course – I...
![Certificate How to Win a Data Science Competition](https://kzhu.ai/wp-content/uploads/2021/04/Coursera-JQVFZA9A5NPG-1024x791.jpg)
My #33 course certificate (with Honors) from Coursera
How to Win a Data Science Competition (with Honors)Higher School of Economics This course rocks! ? I found...
![Certificate Introduction to Deep Learning](https://kzhu.ai/wp-content/uploads/2021/04/Coursera-D5DZQ26U4GB6-1024x791.jpg)
My #18 course certificate (with Honors) from Coursera
Introduction to Deep LearningHigher School of Economics Don’t be misled by the name, it ain’t no way a...