Pinned

1. HiddenMarkovModels HiddenMarkovModels Public

   Use HMM to do POS tagging. Viterbi decoding and linear interpolation smoothing

   Python

2. NamedEntityRecognition NamedEntityRecognition Public

   NE tagging with structured perceptron, hand-designed features. Use CoNLL-2003 dataset

   Python 1 2

3. ClickProbabilityPrediction ClickProbabilityPrediction Public

   Predict Ads click through rates using Logistic Regression. Implemented Stochastic Gradient Descent, L2 regularization, Hash Kernel

   Python 1

4. clustering clustering Public

   Kmeans, Kmeans++, Gaussian Mixtures

   Python

5. Stochastic_dual_coordinate_ascent Stochastic_dual_coordinate_ascent Public

   classify mnist datasets using ridge regression, optimize the algorithem with SGD, stochastic dual coordinate ascent, and mini-batching

   Python 1 2

6. Bandits-using-UCB-algorithm Bandits-using-UCB-algorithm Public

   Thompson Sampling for Bandits using UCB policy

   Python 10 3