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Playlist prediction playground with Keras and Cornell Playlist Dataset

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rnn-playlist-prediction

Playlist prediction with recurrent neural networks on Cornell Playlist Data Set

Experiments with Softmax outputs

On Small Data Set

Model Name func func_1 func_2 func_3 func_4 func_5
SimpleGRU 29.64% 42.83% 59.58% 70.79% 77.60% 82.07%
BiLSTM 30.16% 43.52% 60.52% 71.56% 78.38% 82.85%
BiLSTM_with_Attention 31.42% 44.32% 60.75% 71.85% 78.36% 82.65%

On Big Data Set

Model Name func func_1 func_2 func_3 func_4 func_5
SimpleGRU 17.55% 26.16% 37.59% 45.82% 52.10% 57.11%
BiLSTM 18.26% 27.16% 39.05% 47.47% 53.92% 59.24%
BiLSTM_with_Attention 20.74% 29.83% 41.46% 49.85% 56.38% 61.69%

On Complete Data Set

Model Name func func_1 func_2 func_3 func_4 func_5
BiLSTM_with_Attention 28.50% 38.85% 52.79% 62.27% 68.63% 73.63%

Details

Model Name Notebook
BiLSTM Notebook
SimpleGRU Notebook
BiLSTM_with_Attention Notebook

Experiments with Word2Vec embeddings as inputs and outputs

Model Name mae mse acc mape cosine_proximity categorical_crossentropy Details
SimpleGRU 0.59 0.74 0.25 313.03 -0.65 -40.60 Notebook
BiLSTM 0.59 0.74 0.26 499.65 -0.66 -37.26 Notebook

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Playlist prediction playground with Keras and Cornell Playlist Dataset

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