Artificial Intelligence

Australia

Bootstrap

CSS

CUDA

Cheat Sheet

Tmux Notes
August 13, 2018
Stylizing Jekyll
August 22, 2017
NLTK Tutorial
June 13, 2017
Linux Cheat Sheet
February 1, 2017
Git Cheat Sheet
January 1, 2017
Pandas Cheat Sheet
July 1, 2016
Pathlib Cheat Sheet
January 28, 2015
Debugging in Python
January 27, 2015
Python Cheat Sheet II
January 26, 2015
Python Cheat Sheet I
January 25, 2015

Computer Vision

Convolutional Neural Networks

Data

Where to Find Datasets
February 20, 2021

Data Augmentation

Data Cleaning

Data Visualization

Decision Trees

Deep Learning

Detectron2

Exploratory Data Analysis

FastAI

Geospatial Analytics

Git

HTML

JavaScript

Jekyll

Stylizing Jekyll
August 22, 2017

Jupyter Notebooks

Linux

Path Problems
January 31, 2020
Python Command Line One-Liners
January 29, 2020
Software Customizations
October 11, 2018
Software I Use
October 10, 2018
Linux Cheat Sheet
February 1, 2017

Mac

Software Customizations
October 11, 2018
Software I Use
October 10, 2018

Machine Learning

Markdown

Stylizing Jekyll
August 22, 2017

Matplotlib

NLTK

Natural Language Processing

Neural Networks

Pandas

Physics

Politics

PyTorch

Python

Distributions
September 17, 2022
Test Set Metrics on Unbalanced Datasets: Part II
July 6, 2022
Test Set Metrics on Unbalanced Datasets: Part I
July 6, 2022
Siamese Networks with FastAI
April 11, 2022
Saving and Loading Models in FastAI
February 6, 2022
FastAI Notes and Thoughts
February 6, 2022
Pandas SettingWithCopyWarning
February 5, 2022
High Performance Models on Tabular Data
February 1, 2022
FastAI Tabular Data Tutorial
January 22, 2022
FastAI Data Tutorial - Semantic Segmentation
January 2, 2022
FastAI Data Tutorial - Object Detection
January 2, 2022
FastAI Data Tutorial - Image Classification
January 1, 2022
Evaluation on Unbalanced Datasets
May 4, 2021
Validation on Unbalanced Datasets
May 3, 2021
Training on Unbalanced Datasets
May 2, 2021
Experiments on Unbalanced Datasets - Setup
May 1, 2021
TensorFlow and Albumentations
January 26, 2021
Exploring Loss Functions with PyTorch
January 21, 2021
Exploring Loss Functions with TensorFlow and Keras
January 20, 2021
Spoofing Argparse
July 25, 2020
Argparse Notes
July 25, 2020
Data Augmentation with Albumentations
June 12, 2020
Data Augmentation in Detectron2
June 11, 2020
Debugging Python List Comprehensions
June 1, 2020
PyTorch Notes
May 21, 2020
Where to Find Deep Learning Code Implementations
May 13, 2020
Convolutional Filters
March 15, 2020
Path Problems
January 31, 2020
Python Command Line One-Liners
January 29, 2020
What Do These Different AP Values Mean
January 15, 2020
Principal Component Analysis
March 17, 2019
Exploring Decision Trees in Python
January 8, 2019
DNA Splice Junctions II: Logistic Regression from Scratch
August 8, 2018
DNA Splice Junctions I: Cleaning and Preparing the Data
August 7, 2018
Saving and Loading Models in TensorFlow
July 30, 2018
Kangaroos and Wallabies III: Augmenting the Data
July 9, 2018
Kangaroos and Wallabies II: Building a Model
July 9, 2018
Kangaroos and Wallabies I: Preparing the Data
July 8, 2018
Exploring Images with Python II
June 6, 2018
Exploring Images with Python I
June 5, 2018
Is there Sarcasm on the Internet?
April 26, 2018
Visualize a Decision Tree Generated by Machine Learning
April 10, 2018
Rabbits in Australia
January 19, 2018
Class for Gathering Text
August 15, 2017
Light Verbs II: Literary Canon Comparison
August 6, 2017
Light Verbs I: How Common Are They?
August 5, 2017
Visualize Parts of Speech II: Comparing Texts
August 1, 2017
Visualize Parts of Speech I: Great Expectations
July 30, 2017
NLTK Tutorial
June 13, 2017
Opening Files in Python
April 8, 2017
Lowest Presidential Approval
March 1, 2017
Getting Text from Project Gutenberg
September 6, 2016
Declining Appetite for Executions in England, Visualized
August 12, 2016
How Many Steps Does it Take to See a Kangaroo?
July 20, 2016
Pandas Cheat Sheet
July 1, 2016
Schrödinger's Cat
May 29, 2016
Adelaide Versus Alice Springs Climate, Visualized
April 11, 2016
Evaluating Machine Learning Algorithms
March 12, 2016
Visualizing Machine Learning Algorithms
March 11, 2016
Exploring the Iris Dataset
March 10, 2016
Two Maps of Australia
November 11, 2015
Data Cleaning Tutorial with the Enron Dataset
June 1, 2015
Pathlib Cheat Sheet
January 28, 2015
Debugging in Python
January 27, 2015
Python Cheat Sheet II
January 26, 2015
Python Cheat Sheet I
January 25, 2015

R

Scikit-Learn

Scikit-learn

Scraping

Seaborn

Software

Shell and Environment Setup
June 6, 2020
VSCode Tips
October 12, 2018
Software Customizations
October 11, 2018
Software I Use
October 10, 2018
Tmux Notes
August 13, 2018
Vim Notes
April 1, 2018

Statistics

Distributions
September 17, 2022

Tabular Data

TensorFlow

Unbalanced Data

VSCode

Wildlife

Windows

Path Problems
January 31, 2020
Python Command Line One-Liners
January 29, 2020
Software Customizations
October 11, 2018
Software I Use
October 10, 2018

XGBoost