Tag: Machine Learning

12 ML Courses for Every Scenario (Beginner to Advanced)

When approaching machine learning, everyone has a different level of knowledge and skill. There are dozens, if not hundreds, of machine learning courses, and finding the right one can be difficult. The ideal course should do the following: This guide will help you find the best machine learning course based on your existing knowledge and […]

Tutorial: Decision Trees in Machine Learning

Decision Trees represent one of the most popular machine learning algorithms. Here, we’ll briefly explore their logic, internal structure, and even how to create one with a few lines of code. In this article, we’ll learn about the key characteristics of Decision Trees. There are different algorithms to generate them, such as ID3, C4.5 and […]

Regularization in Machine Learning (with Code Examples)

In this tutorial, we’ll learn what regularization is and why we use it. We’ll also discuss regularization techniques and how to use them. After you finish this tutorial, you’ll understand the following: Regularization in machine learning L1 regularization (lasso regression) L2 regularization (ridge regression) Elastic Net How to use these regularization techniques In this tutorial, […]

24 Free Datasets for Building an Irresistible Portfolio (2022)

A collection of the best places to find free data sets for data visualization, data cleaning, machine learning, and data processing projects.

New Course: Learn Linear Modeling in R

Learn the fundamentals of modeling with R and build a foundation for machine learning as you work through building, fitting, and assessing linear models.

Python Machine Learning Tutorial: Predicting Airbnb Prices

Learn about machine learning in Python and build your very first ML model from scratch to predict Airbnb prices using k-nearest neighbors.

The 10 Best Machine Learning Algorithms for Data Science Beginners

Machine learning algorithms are key for anyone who’s interested in the data science field. Here’s an introduction to ten of the most fundamental ML algorithms.

Data Cleaning and Preparation for Machine Learning

Learn data cleaning for a machine learning project by cleaning and preparing loan data from LendingClub for a predictive analytics project.

Tutorial: Text Classification in Python Using spaCy

Learn text classification using linear regression in Python using the spaCy package in this free machine learning tutorial.

An Intro to Deep Learning in Python

Deep learning is a type of machine learning that’s growing at an almost frightening pace. Nearly every projection has the deep learning industry expanding massively over the next decade. This market research report, for example, expects deep learning to grow 71x in the US and more than that globally over the next ten years. There’s […]

Tutorial: Understanding Regression Error Metrics in Python

Error metrics are short and useful summaries of the quality of our data. We dive into four common regression metrics and discuss their use cases.

Top 20 Python AI and Machine Learning Open Source Projects

Getting into Machine Learning and AI is not an easy task, but is a critical part of data science programs. Many aspiring professionals and enthusiasts find it hard to establish a proper path into the field, given the enormous amount of resources available today. The field is evolving constantly and it is crucial that we […]

18 Inspiring Women in Data Science, AI, Big Data, and Machine Learning

Women are underrepresented in STEM fields – science, technology, engineering, and math. For instance, women made up 27% of people employed in computer and mathematical occupations in 1960. But instead of growing over several decades, as many more women participated in the workforce overall, that number had declined to 26% by 2013, according to a […]

Tutorial: Learning Curves for Machine Learning in Python

This Python data science tutorial uses a real-world data set to teach you how to diagnose and reduce bias and variance in machine learning.

Kaggle Fundamentals: The Titanic Competition

Kaggle is a site where people create algorithms and compete against machine learning practitioners around the world. Your algorithm wins the competition if it’s the most accurate on a particular data set. Kaggle is a fun way to practice your machine learning skills. This tutorial is based on part of our free, four-part course: Kaggle […]