![Certficate Machine Learning Algorithms: Supervised Learning Tip to Tail](https://kzhu.ai/wp-content/uploads/2022/05/Coursera-BKK8V2XEY3WC-1024x791.jpg)
My #94 course certificate from Coursera
Machine Learning Algorithms: Supervised Learning Tip to TailAlberta Machine Intelligence Institute There are many other courses that teach...
![Learning curves, ROC.](https://kzhu.ai/wp-content/uploads/2022/05/Supervised-Learning-Tip-To-Tail-6-724x1024.jpg)
Regression and Classification Model Assessment
Let’s take a look at how the performance of regression and classification models can be quantified so that...
![Logistic regression, neural networks, hing loss, support vector machine.](https://kzhu.ai/wp-content/uploads/2022/05/Supervised-Learning-Tip-To-Tail-5-724x1024.jpg)
Logistic Regression & Support Vector Machines
Often, some of the “shifts” we need to make when we’re using regression based approaches for classification. There...
![Optimal line-fitting, Bias vs Variance](https://kzhu.ai/wp-content/uploads/2022/05/Supervised-Learning-Tip-To-Tail-4-724x1024.jpg)
Linear Regression
Recall that the concept of hypothesis spaces is a collection of hypotheses that might answer a particular question, and learning...
![Classification, Decision trees, Random forest](https://kzhu.ai/wp-content/uploads/2022/01/Supervised-Learning-Tip-To-Tail-2-scaled-e1643115481846.jpg)
Classification: Decision Trees and k-Nearest Neighbours
Classification Basics Machine learning uses learning data and learning algorithms to produce a model (or Question Answering Machine,...
![Certificate Getting Started with Tensorflow 2](https://kzhu.ai/wp-content/uploads/2021/09/Coursera-DMPAEJT69VFB-1024x791.jpg)
My #67 course certificate from Coursera
Getting started with TensorFlow 2Imperial College London Wow this is a wonderful course on Tensorflow! The professor and...
![Damped means, Scoring News Stories, Reddit](https://kzhu.ai/wp-content/uploads/2021/07/Recommender-Systems-2-724x1024.jpg)
Non-personalized Recommenders
Non-personalized recommenders systems are remarkably effective tools and still useful in various situations. For example: recommendation in print...
![](https://kzhu.ai/wp-content/uploads/2021/07/max-bender-8NDoghpid_U-unsplash.jpg)
Introducing Recommender Systems
Information Retrieval and Filtering Information retrieval evolved in response to the need to be able to ask questions...
![Certificate Practical Reinforcement Learning](https://kzhu.ai/wp-content/uploads/2021/07/Coursera-BLWHHBG7RNVH-1024x791.jpg)
My #61 course certificate (with Honors) from Coursera
Practical Reinforcement LearningHigher School of Economics I am very proud that I survived and completed this thorny but...
![Regret of Policy, Boltzmann strategy, Hoeffding inequity](https://kzhu.ai/wp-content/uploads/2021/07/Practical-Reinforcement-Learning-26-724x1024.jpg)
Exploration and Planning in Reinforcement Learning
Exploration is needed to find unknown actions which lead to very large rewards. Most of the reinforcement learning...
![Policy gradient methods](https://kzhu.ai/wp-content/uploads/2021/07/Practical-Reinforcement-Learning-23-724x1024.jpg)
Reinforcement Learning: Policy Gradient Methods
The problems of value-based methods The idea behind value-based reinforcement learning (say, Q-learning) is to find an optimal...
![Certificate Introduction to TensorFlow](https://kzhu.ai/wp-content/uploads/2021/07/Coursera-S9SSFJFJ44G8-1024x791.jpg)
My #60 course certificate from Coursera
Introduction to TensorFlowGoogle Quite a lot stuff of TensorFlow was distilled into this course, from the basics to...
![](https://kzhu.ai/wp-content/uploads/2021/07/solen-feyissa-IfWFKG3FXE4-unsplash.jpg)
TensorFlow Essentials
TensorFlow is an open-source, high-performance library for any numerical computation (not just for machine learning). For example, you...
![Certificate Exploratory Data Analysis with MATLAB](https://kzhu.ai/wp-content/uploads/2021/06/Coursera-XQAZNVG5HCD2-1024x791.jpg)
My #58 course certificate from Coursera
Exploratory Data Analysis with MATLABMathWorks Even though Python, R and others are getting more and more popular, MATLAB...
![Certificate How Google does Machine Learning](https://kzhu.ai/wp-content/uploads/2021/06/Coursera-M6D7CHEFGPG4-1024x791.jpg)
My #57 course certificate from Coursera
How Google does Machine LearningGoogle Cloud There is no math, no Tensorflow, no algorithms in this short course...