Pinned Repositories
customer_segments
Reviewed unlabeled data to understand the patterns. Applied unsupervised learning methods (PCA and KMeans) to cluster data into natural categories they fit into. Interpreted the findings.
boston_housing
Built a model to predict the value of a given house in the Boston real estate market using decision tree. Identified the best price that a client can sell their house utilizing machine learning.
cifar10tf
Train a CNN with Tensorflow to classify images in the classic CIFAR-10 dataset.
finding_donors
Investigated factors that affect the likelihood of charity donations being made based on real census data. Trained and tested several models, and selected the best one based on F-score and efficiency.
kaggle
Kaggle Competitions
pong
Reinforcement learning based AI that plays Pong game, with video demo.
smartcab
Applied reinforcement learning to build a simulated self-driving car. Used Q Learning to automatically learn an optimal strategy based on rewards and penalties.
wsunubc's Repositories
wsunubc/pong
Reinforcement learning based AI that plays Pong game, with video demo.
wsunubc/kaggle
Kaggle Competitions
wsunubc/cifar10tf
Train a CNN with Tensorflow to classify images in the classic CIFAR-10 dataset.
wsunubc/smartcab
Applied reinforcement learning to build a simulated self-driving car. Used Q Learning to automatically learn an optimal strategy based on rewards and penalties.
wsunubc/customer_segments
Reviewed unlabeled data to understand the patterns. Applied unsupervised learning methods (PCA and KMeans) to cluster data into natural categories they fit into. Interpreted the findings.
wsunubc/finding_donors
Investigated factors that affect the likelihood of charity donations being made based on real census data. Trained and tested several models, and selected the best one based on F-score and efficiency.
wsunubc/boston_housing
Built a model to predict the value of a given house in the Boston real estate market using decision tree. Identified the best price that a client can sell their house utilizing machine learning.