Machine Learning

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2025

• Multi-layer perceptron: Hyperparameter tuning

  October 12, 2025 This week, we will learn about how to build a multi-layer perceptron (MLP), as well as hyperparameter tuning and debugging the model. Some information may be duplicate from previo...

• Multi-layer perceptron: California housing dataset

  October 05, 2025 In these next posts we will learn a little bit about hyperparameter tuning and debugging. This week, I will discuss the data set we will be using and next week we will start train...

• Convolutional neural networks: MNIST dataset with machine learning pipeline

  September 14, 2025 Last week we went over how to construct a convolutional neural network (CNN) and applied the model to the MNIST dataset. This week I will show you how to modify the code to crea...

• Convolutional neural networks: MNIST dataset

  September 07, 2025 Today we will learn about convolutional neural networks (CNNs). A CNN is a neural network designed to process grid-like data, such as images. It works by applying a convolution,...

• Linear regression: Applying PyTorch to projectile motion example

  August 31, 2025 Last time, we went over how to apply linear regression to a problem using Scikit-learn. I showed the process and the results of Scikit-learn’s LinearRegression. In this post, I wil...

• Linear regression: Applying Scikit-learn to projectile motion example

  August 23, 2025 Last time, we went over projectile motion and how to code the equations up in Python. In this post, I will show how to apply linear regression in Python using Scikit-learn’s Linear...

• Linear regression: A review of projectile motion

  August 16, 2025 With all the buzz surrounding AI and machine learning, it is not uncommon to hear the term ‘‘linear regression’’ being thrown around. But what is linear regression? Linear regressi...

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