Jia Wu's repositories
indians_diabetes_prediction
Use 9 demographic/medical measurements to predict diabetes via deep learning MLP with cross-validation and grid search.
animal_recognition
recognize 5 classes of animals
IMDB
Use IMDB movie reviews to classify the sentiments either negative or positive via deep learning: MLP, CNN, LSTM
Lakshmi
Lakshmi warehouse supply/demand prediction
lib_basic
matlab code for EEG/ERP analysis
topic_modeling
topic modeling using doctor's notes (EMR, LDA, NLP)
airplane_passenger_prediction
Use 144 months of historical data to predict the number of passengers (in thousands) in an international airplane for any given month. Simple MLP and MLP with a larger window are used and compared.
Alice
Text generator for Alice in wonderland using LSTM!
boston_housing_prediction
Use 13 features to predict Boston Housing Price, MLP with cross validation
CIFAR10
Object classification of CIFAR10 dataset using deep learning CNN
count_baking_cycle
Use power and energy data to count baking cycle
covid19US
confirmed case and death in US 50+ states
Ellen
Ellen Hoffman Zebra fish zscore and aggregation
energy_prediction
energy prediction by customer behavior history
example_ERP_script
example script for extracting ERP component using individual raw-ave file exported from netstation
fho_demo_updated
updated fho demo (full head oscillation)
flanker_fho
full_head_oscillation for flanker
flanker_oscillation_script
export components, fullhead plots, and time-frequency plots
flower_species_classification
Use 4 flower measurements to classify flower species through a simple MLP with cross-validation.
ionosphere_classificiation
Use radar returns (34 attributes) to classify whether it is an electron (g) or not (b) via deep learning MLP. Test different models of learning rate decay.
learn_alphabet
Use various LSTM models to learn alphabet
leep
Lossless event-related ECG pipleline (LEEP)
MNIST
Use 28x28 pixel images in the MNIST dataset to classify digit 0-9 via deep learning: MLP vs. CNN
newhaven-helpwithcovid
Data dashboard for http://newhavenhelpwithcovid.com/
object_classification
using MLP and CNN for object classification
sonar_object_classification
Use 60 features to classify sonar objects through a simple MLP with cross-validation.
stock_market_prediction_LSTM
Use LSTM to predict stock market Apple Inc with a RMSE of $2.80
titanic
The Titanic survival prediction from Kaggle competition.