Pattern Recognition and Machine Learning Book
The book is suitable for courses on machine learning, statistics, computer science, signal processing, computer vision, data mining, and bioinformatics.
Logistic Regression In ML
Logistic Regression as a method of classification problem.Logistic regression will allow us to solve Classification Problem where we will be working with Discrete Categories.
Model Evaluation and Bias-Variance Trade-Off In Machine Learning
We should spent our time on Model Evaluation and Bias-Variance Trade-Off to bring the best model which do not underfit or overfit the data.
Linear Regression In ML
Regression is basically a statistical approach of finding a relationship between the variables. Linear regression is one type of regression we use in Machine Learning.