bestkao

customer_segments

Clustering and identifying customer market segments hidden in wholesale product spending data using PCA and gaussian mixture models

face_gen

Generating new images of faces on the celebA dataset with generative adversarial networks

cifar-10

Classifying images from CIFAR-10 with a convolutional neural network on TensorFlow

boston_housing

Predicting Boston housing prices using decision trees, grid search, and k-fold cross-validation

analyzing-the-nyc-subway-dataset

Investigating effects of rain on NYC subway ridership using gradient descent

Compiler

A simplified interpreter, compiler, and debugger

data-wrangling-with-openstreetmap-and-mongodb

Auditing, cleaning, and summarizing OpenStreetMaps data for Cupertino with Python & MongoDB

en2fr_translate

Translating English to French with Sequence-to-sequence

prosper-loan-eda

Exploring crowdfunded loan data to find insights related to the borrowers and the loans they broker with R

simpsons_script

Generating a new TV script with embeddings & LSTMs

sklearn-investing

Using SVMs to discern fundamental characteristics of companies that perform well over a long term period

instacart

Which products will an Instacart consumer purchase again?

smartcab

An optimized Q-Learning driving agent that will navigate through its environment towards a goal safely and reliably

bike_ridership

a simple neural network to make predictions of bike sharing usage

DemonFire

CT Image Diagnostic System

dotfiles

finding_donors

Identifying prospective charity donors from US census data by comparing & tuning Logistic Regression, SVMs, Gradient Boosting models

gym-custom-frozen-lake

custom FrozenLake8x8-v0 openai/gym env with R=-1 for holes

jameskao

v2 Personal Blog of James Kao

jameskao.me

A simple AJAX driven Ghost theme.

miniflow

Tensorflow Simplified: input/linear/sigmoid layers, forward/back prop, stochastic gradient descent

monolith

ByteDance's Recommendation System

snapcard_faq

Snapcard's old FAQ page

sweet-homes

Discovering places to stay across the bay

thekao

An old blog where other users can register and post. Uses geolocation to map each post based on your IP address.