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 Worked Examples

CNN Cats vs Dogs Classification
Can ChatGPT Predict Hammer Throw Distance?
Neural Network Analysis of Hammer Throw Distance using PyTorch
Neural Network Analysis of Hammer Throw Distance using Scikit-Learn
Neural Network Analysis of Hammer Throw Distance using TensorFlow Keras
Scikit-Learn Regression of Hammer Throw Distance
Hammer Throw: Generate Training Data
Hammer Throw Distance Calculation when No Air Drag
Physics Calculation of Hammer Throw Distance with Air Drag

 Neural Networks

A Tiny Neural Network, Explained
Predicting Cancer with a Tiny Autograd Engine
A Tiny Autograd Engine, Explained
Machine Learning Terminology
Backpropagation Part 3: 1 Hidden Layer, N Perceptrons
Backpropagation Part 2: 1 Hidden Layer, 2 Perceptrons
Backpropagation Part 1: Single Perceptron

 Polymer Mechanics

The 98% Was an Illusion: Five Ways to Classify a Polymer Curve
Synethetic DIC Data Generator
2D Digital Image Correlation, Driven by Natural Language
Rubber or Thermoplastic: a Stress-Strain Image Classifier

 Local LLM

Benchmarking Local LLMs on MMLU: What 14,042 Questions Taught Me
Does Reasoning Help? A Paired MMLU Study on a Local 27B Model
Install llama.cpp and Gemma from Huggingface

 Python Setup

Calculate Pi Using Python
Install JupyterLab
Set Up Python For ML
2025 - 2026 Jorgen Bergstrom, PhD