![Certificate Machine Learning: Algorithms in the Real World](https://kzhu.ai/wp-content/uploads/2022/12/Coursera-WH7T6K689TPK.jpg)
My 9th specialization certificate from Coursera
Machine Learning: Algorithms in the Real World Alberta Machine Intelligence Institute It is really an exciting journey! This...
![Certificate Optimizing Machine Learning Performance](https://kzhu.ai/wp-content/uploads/2022/12/Coursera-6RX4HBGMFP8V.jpg)
My 122nd certificate from Coursera
Optimizing Machine Learning Performance Alberta Machine Intelligence Institute In the real world, the journey to a successful machine...
![](https://kzhu.ai/wp-content/uploads/2022/11/marvin-meyer-SYTO3xs06fU-unsplash.jpg)
Post-Deployment of Machine Learning Models
Integrating Machine Learning Systems Issues arise from putting your machine learning model into a real life system. To...
![](https://kzhu.ai/wp-content/uploads/2022/11/h-heyerlein-ndja2LJ4IcM-unsplash.jpg)
Machine Learning: Readiness, Responsibility and Regulatory Concerns
Although many organizations recognize the importance of machine learning for making the most of their businesses, very few...
![Certificate Data for Machine Learning](https://kzhu.ai/wp-content/uploads/2022/10/Coursera-HN73GMVWRTXZ.jpg)
My #114 certificate from Coursera
Data for Machine LearningAlberta Machine Intelligence Institute Do you agree that the skills of manipulating data is more...
![](https://kzhu.ai/wp-content/uploads/2022/10/hello-i-m-nik-LUYD2b7MNrg-unsplash.jpg)
Bad Data in Machine Learning
There are many ways that data can go wrong, sometimes through no fault of its own. Imbalanced Data...
![](https://kzhu.ai/wp-content/uploads/2022/10/alain-pham-P_qvsF7Yodw-unsplash.jpg)
Building Good Features for Machine Learning
Having a deep understanding of data is an essential prerequisite for doing EDA (Exploratory Data Analysis) as well...
![](https://kzhu.ai/wp-content/uploads/2022/10/milad-fakurian-FTrDy_oxjmA-unsplash.jpg)
Prepare Your Data for Machine Learning Success
Data never actually arrives in the exact perfect form you want it to, so you need data pipeline...
![](https://kzhu.ai/wp-content/uploads/2022/09/hunter-harritt-Ype9sdOPdYc-unsplash.jpg)
Understanding Your Machine Learning Problems and Data
Recall in a previous course, we have introduced the Machine Learning Process Lifecycle (MLPL), simply put there are...
![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 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...