research

Decision Trees and Ordinal Encoding: A Practical Guide

Categorical variables are pivotal as they often carry essential information that influences the outcome of predictive models. However, their non-numeric…

2 years ago

From Data to Insights: A Beginner’s Journey in Exploratory Data Analysis

Every industry uses data to make smarter decisions. But raw data can be messy and hard to understand. EDA allows…

2 years ago

5 Real-World Machine Learning Projects You Can Build This Weekend

Building machine learning projects using real-world datasets is an effective way to apply what you’ve learned. Working with real-world datasets…

2 years ago

Linguistic Bias in ChatGPT: Language Models Reinforce Dialect Discrimination

Sample language model responses to different varieties of English and native speaker reactions. ChatGPT does amazingly well at communicating with…

2 years ago

The Concise Guide to Feature Engineering for Better Model Performance

Feature engineering helps make models work better. It involves selecting and modifying data to improve predictions. This article explains feature…

2 years ago

Automating Data Cleaning Processes with Pandas

Few data science projects are exempt from the necessity of cleaning data. Data cleaning encompasses the initial steps of preparing…

2 years ago

Filling the Gaps: A Comparative Guide to Imputation Techniques in Machine Learning

In our previous exploration of penalized regression models such as Lasso, Ridge, and ElasticNet, we demonstrated how effectively these models…

2 years ago

Comparing Scikit-Learn and TensorFlow for Machine Learning

Choosing a machine learning (ML) library to learn and utilize is essential during the journey of mastering this enthralling discipline…

2 years ago

Scaling to Success: Implementing and Optimizing Penalized Models

This post will demonstrate the usage of Lasso, Ridge, and ElasticNet models using the Ames housing dataset. These models are…

2 years ago

Tips for Using Machine Learning in Fraud Detection

The battle against fraud has become more intense than it ever has been. As transactions become increasingly digital and complex,…

2 years ago