Here’s All you Need to Know About Encoding Categorical Data (with Python code)
Overview Understand what is Categorical Data Encoding Learn different encoding techniques and when to use them Introduction The performance of a machine learning …
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Machine Learning
Bias and Variance in Machine Learning – A Fantastic Guide for Beginners!
Overview Learn to interpret Bias and Variance in a given model. What is the difference between Bias and Variance? How to achieve Bias and …
Building Sales Prediction Web Application using Machine Learning Dataset
Introduction There are a lot of resources on the internet about finding insights and training models on machine learning datasets however very few articles …
Leveraging Machine Learning for Efficiency in Supply Chain Management
Machine learning, deep learning, and AI are enabling transformational change in all fields from medicine to music. It is helping businesses from procuring to …
Feature Transformation and Scaling Techniques to Boost Your Model Performance
Overview Understand the requirement of feature transformation and training techniques Get to know different feature transformation and scaling techniques including- MinMax Scaler Standard Scaler …
Understanding and coding Neural Networks From Scratch in Python and R
Note: This article was originally published on May 29, 2017, and updated on July 24, 2020 Overview Neural Networks is one of the most …
10 Techniques to deal with Imbalanced Classes in Machine Learning
Overview Get familiar with class imbalance Understand various techniques to treat imbalanced classes such as- Random under-sampling Random over-sampling NearMiss You can check the …
Real-World Machine Learning Case Study: Clustering Transactions Based on Text Descriptions
Introduction We are living in the era of digital technologies. When was the last time you walked into a shop that didn’t have a …
4 Simple Ways to Split a Decision Tree in Machine Learning
Overview How do you split a decision tree? What are the different splitting criteria when working with decision trees? Learn all about decision tree …
22 Widely Used Data Science and Machine Learning Tools in 2020
Overview There are a plethora of data science tools out there – which one should you pick up? Here’s a list of over 20 …
