I-Ta Lee

NLPer and Deep Learner @Purdue

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Hyperparameter Tuning

The reference [1] has thorough explanations. Here I only note the things that I personally need.

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Notes on Gradient Descent Optimization

Source


An overview of gradient descent optimization algorithms

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Notes on Backpropagation with Cross Entropy

Overview


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A Joint Model for Semantic Sequences Frames, Entities, Sentiments

Paper Notes


Peng, Haoruo, Snigdha Chaturvedi, and Dan Roth. “A Joint Model for Semantic Sequences: Frames, Entities, Sentiments.” Proceedings of the 21st Conference on Computational Natural Language Learning (CoNLL 2017). 2017.

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Man is to computer programmer as woman is to homemaker? Debiasing word embeddings

Paper Notes

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