Machine Learning Articles
Articles are more in-depth explanations about concepts covered in Codecademy courses. Here you'll learn more about workflows that developers use every day, and take your coding skills to the next level.- Step-by-step tutorial about how to build a Discord Bot with Node.js.
Build a Discord Bot with Node.js
- Bash/Shell,
- Developer Tools,
- JavaScript,
- Machine Learning
- This article reviews some of deep learning's common applications.
Common Applications of Deep Learning
- Data Science,
- Data Visualization,
- Machine Learning
- Deep learning models have deep implications.
Dangers of the Black Box
- Data Science,
- Data Visualization,
- Machine Learning
- Learn about decision trees, how they work and how they can be used for classification and regression tasks.
Decision Trees for Classification and Regression
- Data Science,
- Machine Learning
- In this article, we cover the workflow for a deep learning project.
Deep Learning Workflow
- Data Science,
- Machine Learning
- Read about the ethical issues surrounding chatbots.
Ethics of Chatbots
- Machine Learning
- Learn about feature importance and how to calculate it.
Feature Importance
- Data Science,
- Machine Learning,
- Python
- Learn about how chatbots grew from simple pattern recognition software to sophisticated machine learning-based models.
History of Chatbots
- Machine Learning
- This article gives detailed instructions on how to set up a deep learning environment.
How to set up a deep learning environment
- Machine Learning,
- Python
- This article is a brief introduction to the formal theory (otherwise known as Math) behind regression analysis.
Introduction to Regression Analysis
- Computer Science,
- Data Science,
- Machine Learning,
- R
- Long short-term memory networks (LSTMs) are often used in deep learning programs for natural language processing.
Long Short Term Memory Networks
- Data Science,
- Machine Learning
- Learn how machine learning algorithms impact our daily lives by analyzing one of the most influential algorithms there is: the Netflix recommendation engine!
Netflix Recommendation Engine
- Data Science,
- Machine Learning
- This article describes why normalization is necessary. It also demonstrates the pros and cons of min-max normalization and z-score normalization.
Normalization
- Data Science,
- Machine Learning
- An introduction to principal component analysis (PCA) and example implementation in Python
Principal Component Analysis
- Data Science,
- Data Visualization,
- Machine Learning
- Learn about the two types of Supervised Learning algorithms.
Regression vs. Classification
- Machine Learning
- Open-source ML library for Python. Built on NumPy, SciPy, and Matplotlib.
Scikit-Learn Cheatsheet
- Data Science,
- Machine Learning,
- Python
- Learn how to customize your figures and scale plots for different presentation settings.
Seaborn Styling, Part 1: Figure Style and Scale
- Data Science,
- Data Visualization,
- Machine Learning
- Introduction to the two main classes of algorithms in Machine Learning — Supervised Learning & Unsupervised Learning.
Supervised vs. Unsupervised
- Data Science,
- Machine Learning
- Learn about how to recognize when your model is fitting too closely to the training data.
The Dangers of Overfitting
- Data Science,
- Machine Learning
- Learn the general structure of how to approach Machine Learning problems in a methodical way.
The Machine Learning Process
- Data Science,
- Data Visualization,
- Machine Learning
- Fun ML tutorial on the show Survivor
The Machine Learning Process: Identifying Storylines in Survivor
- Data Science,
- Machine Learning
- Fun ML tutorial on Taylor Swift
The Machine Learning Process: Look What Taylor Swift Made Me Do
- Data Science,
- Machine Learning
- Learn about the different types of chatbots and how they work.
What are Chatbots
- Code Foundations,
- Data Science,
- Machine Learning
- An artificial neural network is an interconnected group of nodes, an attempt to mimic to the vast network of neurons in a brain.
What are Neural Networks?
- Data Science,
- Machine Learning
- A quick overview of deep learning and its applications
What Is Deep Learning?
- Data Science,
- Data Visualization,
- Machine Learning
- Open-source ML library for Python. Built on NumPy, SciPy, and Matplotlib.
What is Scikit-Learn?
- Developer Tools,
- Machine Learning,
- Python