Mean Squared Error or R-Squared – Which one to use?
In this post, you will learn about the concepts of mean-squared error (MSE) and R-squared, difference between them and which…
Linear Regression Explained with Python Examples
In this post, you will learn about concepts of linear regression along with Python Sklearn examples for training linear regression models. Linear regression belongs…
Correlation Concepts, Matrix & Heatmap using Seaborn
In this post, you will learn about the concepts of Correlation and how to draw Correlation Heatmap using Python Seaborn…
Beta Distribution Explained with Python Examples
In this post, you will learn about Beta probability distribution with the help of Python examples. As a data scientist, it…
Bernoulli Distribution Explained with Python Examples
In this post, you will learn about the concepts of Bernoulli Distribution along with real-world examples and Python code samples. As a…
K-Nearest Neighbors Explained with Python Examples
In this post, you will learn about K-nearest neighbors algorithm with Python Sklearn examples. K-nearest neighbors algorithm is used for solving both classification and…
Local & Global Minima Explained with Examples
In this post, you will learn the concepts of local and global minima with illustrative pictures and examples. Optimization problems are…
Gradient Descent Explained Simply with Examples
In this post, you will learn about gradient descent algorithm with simple examples. It is attempted to make the explanation…
Deep Learning Explained Simply in Layman Terms
In this post, you will get to learn deep learning through simple explanation (layman terms) and examples. Deep learning is…
Tensor Broadcasting Explained with Examples
In this post, you will learn about the concepts of Tensor Broadcasting with the help of Python Numpy examples. Recall that Tensor is…
Elbow Method vs Silhouette Score – Which is Better?
In this post, you will learn about two different methods to use for finding optimal number of clusters in K-means clustering. These…
KMeans Silhouette Score Explained with Python Example
In this post, you will learn about concepts of KMeans Silhouette Score in relation to assessing the quality of K-Means clusters fit…
Tensor Explained with Python Numpy Examples
In this post, you will learn about the concepts of Tensor using Python Numpy examples with the help of simple explanation. When starting…
Normal Distribution Explained with Python Examples
In this post, you will learn about the concepts of Normal Distribution with the help of Python example. As a data scientist, you must…
Bayes Theorem Explained with Examples
In this post, you will learn about Bayes’ Theorem with the help of examples. It is of utmost importance to get a good…
Joint & Conditional Probability Explained with Examples
In this post, you will learn about joint and conditional probability differences and examples. When starting with Bayesian analytics, it is very important to…