Design of Experiments in Data Science
Author(s): Benjamin Obi Tayo Ph.D. Originally published on Towards AI. Data Science Top highlight Photo by Science in HD on Unsplash Data plays a central role in data science and machine learning. Most often, we assume that the data to be used …
1. Benchmark forecasting
Author(s): Mahbubul Alam Originally published on Towards AI. Data Science Photo by Greg Rakozy on Unsplash Time-series forecasting is one of the most talked-about topics in data science. Not surprisingly, there is a rich forecasting toolbox with many different options to choose …
Evaluation Metrics for Regression Problems
Author(s): Edward Ma Originally published on Towards AI. Data Science Photo by Edward Ma on Unsplash If you do not know how to justify whether model is good or not, it is similar to you want to get something but you do …
3 Levels of Data Science
Author(s): Benjamin Obi Tayo Ph.D. Originally published on Towards AI. Data Science Top highlight Image by Benjamin O. Tayo This article will discuss what I consider to be the three levels of data science competency, namely: level 1 (basic level); level 2 …
Mathematics of Principal Component Analysis with R Code Implementation
Author(s): Benjamin Obi Tayo Ph.D. Originally published on Towards AI. Data Science Image by Benjamin O. Tayo In machine learning, a dataset containing features (predictors) and discrete class labels (for a classification problem such as logistic regression); or features and continuous outcomes …
Docker β Containerization for Data Scientists
Author(s): Dhilip Subramanian Originally published on Towards AI. Top highlight Image by Markus Distelrath from Pixabay Data Science A simple explanation to containerization with Docker Data scientists come from different backgrounds. In todayβs agile environment, it is highly essential to respond quickly …
Evaluation Metrics for Classification Problems
Author(s): Edward Ma Originally published on Towards AI. Data Science Photo by Edward Ma on Unsplash If you do not know how to justify whether model is good or not, it is similar to you want to get something but you do …
Create a Dataset for Object Detection
Author(s): Pushkar Pushp Originally published on Towards AI. Computer Vision Create a Dataset for Object Detection Source: Unsplash Introduction The first step for most computer vision tasks such as classification, segmentation, or detection is to have custom data for your problem set. …
Sign Language Classification Using Monk AI
Author(s): Shubham Gupta Originally published on Towards AI. Computer Vision Sign language is a communication tool for deaf and dumb people in which hand, facial and body movements are used to communicate. There are over 135 different sign languages all around the …
Linear Regression Explained
Author(s): Daksh Trehan Originally published on Towards AI. Explaining Linear Regression as easy as it could be. Designed on canva.com by Daksh Trehan It is often the first machine-learning algorithm to be taught due to its fundamental nature. It is part of …