Pinned Repositories
AmesHousing
Code used for the Kaggle competition on the Ames Housing dataset. We use boosting and random forests , and combine models to form a final model. We also create an interactive heat map.
CancerData
A repo for code used to recreate results seen in The Elements of Statistical Learning
ChestXray
Working through the Kaggle Chest Xray dataset in Python and Keras/Tensorflow. We use Convolutional Neural Networks (CNN) to build our model. We also demonstrate how you can visualize inner layers of a neural network.
EcoFish
This repo contains the R code used for analysis of EcoFish data used in my masters thesis. It also contains the files and images needed to recreate the thesis in latex.
SAHeartDisease
Repo for the famous SA Heart Disease dataset. We demonstrate the importance of considering non-linear terms, and using splines in R.
SmartBirds.io
Explore the Cal-Tech Bird Dataset + Computer Vision Classification with Vision Transformers
SmartBookshelf.io
Simple to use book detection app
SmartBreed.io
Smart Dog Breed Identification App
spam
Analysis of a Spam Dataset using statistical modelling. Model bagging and boosting are applied in R. We demonstrate the use of decision trees, random forests, and gradient boosting.
Titanic
Details on how to obtain a relatively high level of accuracy on Kaggle's "Titanic" Dataset.
Robby955's Repositories
Robby955/CancerData
A repo for code used to recreate results seen in The Elements of Statistical Learning
Robby955/spam
Analysis of a Spam Dataset using statistical modelling. Model bagging and boosting are applied in R. We demonstrate the use of decision trees, random forests, and gradient boosting.
Robby955/SAHeartDisease
Repo for the famous SA Heart Disease dataset. We demonstrate the importance of considering non-linear terms, and using splines in R.
Robby955/AmesHousing
Code used for the Kaggle competition on the Ames Housing dataset. We use boosting and random forests , and combine models to form a final model. We also create an interactive heat map.
Robby955/ChestXray
Working through the Kaggle Chest Xray dataset in Python and Keras/Tensorflow. We use Convolutional Neural Networks (CNN) to build our model. We also demonstrate how you can visualize inner layers of a neural network.
Robby955/EcoFish
This repo contains the R code used for analysis of EcoFish data used in my masters thesis. It also contains the files and images needed to recreate the thesis in latex.
Robby955/Titanic
Details on how to obtain a relatively high level of accuracy on Kaggle's "Titanic" Dataset.
Robby955/MNIST
Neural Networks for obtaining high levels of accuracy in minimal code on the MNIST digit data and MNIST fashion dataset. We also utilize callbacks for early stopping.
Robby955/SmartBirds.io
Explore the Cal-Tech Bird Dataset + Computer Vision Classification with Vision Transformers
Robby955/SmartBookshelf.io
Simple to use book detection app
Robby955/SmartBreed.io
Smart Dog Breed Identification App
Robby955/AliasMethod
Alias Method for sampling from a discrete distribution in R.
Robby955/ExpectationMaximization
Repo for EM Algorithm
Robby955/geneticAlgorithm
Using the GA for model selection on a baseball dataset
Robby955/HighDimensionalData
Code used to generate results from Chapter 18 of The Elements of Statistical Learning
Robby955/LearningSVM
Repo for practising with Support Vectors and Separating Hyperplanes
Robby955/ProbabilityPuzzles
A look at Monty Hall and the Birthday Problem via simulations in R
Robby955/SimpleGames
Repo for collecting code of simple games