Implemented a table summarizer for structured weather data using an encoder-decoder model comprising of an attention layer over a hierarchical bidirectional LSTM based encoder and LSTM decoder. I compared its performance to a uni-directional LSTM encoder-decoder model using BLEU-4 score.