Introduction to the Descriptive Statistics
Descriptive statistics summarize, show, and analyze the data and make it more understandable. If the dataset is large, it is hard to make any sense from the raw data. Using…
A Complete Cheat Sheet For Data Visualization in Pandas
We use python’s pandas' library primarily for data manipulation in data analysis. But we can use Pandas for data visualization as well. You even do not need to import the…
A Complete recommender System From Scratch in Python Using Linear Regression
Nowadays, we see recommendation systems everywhere. When you buy something in an online marketplace like Amazon, eBay, or any other place, they suggest similar products. On Netflix or youtube, you…
Depth-First Search Algorithm in Details in Python
What is a depth-first search? This is one of the widely used and very popular graph search algorithms. To understand this algorithm, think of a maze. What we do when…
A Complete Anomaly Detection Algorithm From Scratch in Python
Anomaly detection can be treated as a statistical task as an outlier analysis. But if we develop a machine learning model, it can be automated and as usual, can save…
Breadth first search algorithm
Breadth-First Search Algorithm in Details: Graph Algorithm
Graph form data is present in many popular and widely used applications. Web crawlers, computer networks, relational databases, and social networks are some good examples. The graph search algorithms are…
Univariate and Bivariate Gaussian Distribution: Clear explanation with Visuals
Gaussian distribution is the most important probability distribution in statistics and it is also important in machine learning. Because a lot of natural phenomena such as the height of a…
Precision, Recall, and F Score Concepts in Details
Developing an efficient machine learning algorithm with a skewed dataset can be tricky. For example, the dataset is about fraudulent activities in the bank or cancer detection. What happens is…
Free Courses From Top Universities to Learn Machine Learning and Deep Learning
This is a trendy topic. Machine learning is the fastest-growing field today. The job market is skyrocketing. More and more universities are coming up with new courses. So many free…
A Complete Cheatsheet for Numpy
What is Numpy? Numpy is an open-source Python library. This library is essential for data scientists. Some other essential libraries like Pandas, Scipy are built on the Numpy library. In Numpy…