timothygmitchell

Cardinality_Bias_in_Random_Forests

Simulation studies investigating if cardinality bias in random forests reduces accuracy.

Classification_Using_High_Dimensional_Cancer_Data

Implementation of quadratic discriminant analysis, random forests, and PCA for classifying tumors using high-dimensional cancer data.

Deep_Learning_for_Digit_Recognition

5 neural network architectures for digit recongition, from single layer perceptron to deep CNN with batch normalization

Empirical_Study_of_Ensemble_Learning_Methods

Training ensemble machine learning classifiers, with flexible templates for repeated cross-validation and parameter tuning

fastai2-Tabular-Baselines

A few baselines with a standard tabular model

Meta-Learning_Experiments

Work in Progress

Misc

Miscellaneous

QMESL

Quantitative Methods of Evaluating Song Lyrics. Web Scraping, Natural Language Processing, and Visualizing High-Dimensional Data.

Scientific_Glassware_Deep_Learning

Experiments using a convolutional neural network (CNN) to classify images of scientific glassware

TabNet

timothygmitchell/Empirical_Study_of_Ensemble_Learning_Methods

Training ensemble machine learning classifiers, with flexible templates for repeated cross-validation and parameter tuning

timothygmitchell/Classification_Using_High_Dimensional_Cancer_Data

Implementation of quadratic discriminant analysis, random forests, and PCA for classifying tumors using high-dimensional cancer data.

timothygmitchell/fastai2-Tabular-Baselines

A few baselines with a standard tabular model

timothygmitchell/TabNet

timothygmitchell/Cardinality_Bias_in_Random_Forests

Simulation studies investigating if cardinality bias in random forests reduces accuracy.

timothygmitchell/Deep_Learning_for_Digit_Recognition

5 neural network architectures for digit recongition, from single layer perceptron to deep CNN with batch normalization

timothygmitchell/Meta-Learning_Experiments

Work in Progress

timothygmitchell/Misc

Miscellaneous

timothygmitchell/QMESL

Quantitative Methods of Evaluating Song Lyrics. Web Scraping, Natural Language Processing, and Visualizing High-Dimensional Data.

timothygmitchell/Scientific_Glassware_Deep_Learning

Experiments using a convolutional neural network (CNN) to classify images of scientific glassware

timothygmitchell/Multiple_Imputation_Ensemble

Multiple imputation by chained equations (MICE) and machine learning ensembles

timothygmitchell/tabnet-1

PyTorch implementation of TabNet paper : https://arxiv.org/pdf/1908.07442.pdf