- San Francisco Bay Area
- www.linkedin.com/in/hangyao
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- street_view_house_numbers
street_view_house_numbers PublicExplored CNNs with TensorFlow to create models for cropped single-digit and original multi-digit images from SVHN dataset.
- Udacity_SDCND_Vehicle-Detection
Udacity_SDCND_Vehicle-Detection PublicCreated a vehicle detection and tracking pipeline with OpenCV, histogram of oriented gradients (HOG), and support vector machines (SVM). Optimized and evaluated the model on video data from a autom…
- Udacity_SDCND_behavioral-cloning
Udacity_SDCND_behavioral-cloning PublicBuilt and trained a convolutional neural network for end-to-end driving in a simulator, using TensorFlow and Keras. Used optimization techniques such as regularization and dropout to generalize the…
Python 1
- Udacity_SDCND_traffic-signs
Udacity_SDCND_traffic-signs PublicBuilt and trained a deep neural network to classify traffic signs, using TensorFlow. Experimented with different network architectures. Performed image pre-processing and validation to guard agains…
Jupyter Notebook 1
- Udacity_MLND_smartcab
Udacity_MLND_smartcab PublicApplied reinforcement learning to build a simulated vehicle navigation agent. This project involved modeling a complex control problem in terms of limited available inputs, and designing a scheme t…
Python 3
- Udacity_deep_learning
Udacity_deep_learning PublicExplored deep learning of CNNs with notMNIST, and of Word2Vec and LSTM with Text8.
Jupyter Notebook
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