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dummy-dataset

Simple ways to create synthetic dataset in Python

Towards Data Science

When developing a code, sometimes we need a dummy dataset. For instance, we want to share code and the underlying data but real-life dataset is confidential so not suitable for sharing. One option is…...

How To Use Generative AI and Python to Create Designer Dummy Datasets

Towards Data Science

Until recently, creating dummy datasets was somewhat tedious and arduous, the technical folks among us could generate if with expertly written python code, but coding up all your requirements by hand ...

It’s Okay To Not Have Appropriate Data. Just Create It Yourself.

Towards Data Science

Two cool ways to create dummy datasets. Photo by Alice Dietrich on Unsplash Usually, for executing/testing a pipeline, we need to provide it with some dummy data. However, finding a good dataset can ...

How to Generate Dummy Data with Python?

Python in Plain English

A guide on generating dummy data using the Faker library. Continue reading on Python in Plain English

Dummy Estimator: A Short Concept in Sklearn

Towards AI

In this article, we will discuss how to create a fake estimator just to compare with the model estimator. We will discuss two types of dummies in supervised learning i.e. regression and…

Generating a Synthetic Dataset for Machine Learning and Software Testing

Towards Data Science

Using Python to generate statistically similar dummy datasets for use in code development and testing robustness Continue reading on Towards Data Science

Synthetic Data Vault (SDV): A Python Library for Dataset Modeling

Towards Data Science

In data science, you usually need a realistic dataset to test your proof of concept. Creating fake data that captures the behavior of the actual data may sometimes be a rather tricky task. Several…

How to Create a Custom Dataset in R

Towards Data Science

Make your own synthetic dataset to analyze for your portfolio Photo by Scott Graham on Unsplash In your data science journey, you might have come across synthetic datasets, sometimes called toy or du...

The Good, The Bad, and the Ugly of Pd.Get_Dummies

Towards Data Science

A simple dataset for demonstration Here we have a simple dataset that includes a categorical feature called OS. The OS column lists computer operating systems. We will use this fictional data for purp...

How to deal with imbalanced datasets

Towards AI

It is a dataset in which the examples are unequally distributed (i.e., most examples are from a class, while in the other class or classes are much fewer). Some examples are fraud detection or…

Creating Your Own Sample Dataset from Python!

Python in Plain English

Quickly generate thousands of rows of data for your analysis Often, when we need to do a quick analysis, we will need to test this on a sample datasets. These datasets usually come from a certain sou...

Datasets

Machine Learning from Scratch Book

The examples in this book use several datasets that are available either through scikit-learn or seaboarn . Those datasets are described briefly below. Boston Housing The Boston housing dataset conta...