recsys_challenge_2020

This repository contains the code for 4th place solution for approach to RecSys Challenge 2020.

Team Members

Sumit Sidana

Paper

Models

This repository uses:

Factorization Machines
Field-Aware Factorization Machines

Name		Name	Last commit message	Last commit date
Latest commit History 122 Commits
classification_type_models		classification_type_models
competetion_submission_phase		competetion_submission_phase
fast_text_embeddings		fast_text_embeddings
feature_importance		feature_importance
handling_large_categorical_data		handling_large_categorical_data
paper		paper
text_representation		text_representation
.gitignore		.gitignore
ContentFiltering_BERT_Embedding-like-gpu.ipynb		ContentFiltering_BERT_Embedding-like-gpu.ipynb
ContentFiltering_BERT_Embedding-like.ipynb		ContentFiltering_BERT_Embedding-like.ipynb
ContentFiltering_BERT_Embedding-reply.ipynb		ContentFiltering_BERT_Embedding-reply.ipynb
ContentFiltering_BERT_Embedding-reply.py		ContentFiltering_BERT_Embedding-reply.py
ContentFiltering_BERT_Embedding-retweet-gpu.ipynb		ContentFiltering_BERT_Embedding-retweet-gpu.ipynb
ContentFiltering_BERT_Embedding-retweet-with-comment.ipynb		ContentFiltering_BERT_Embedding-retweet-with-comment.ipynb
ContentFiltering_BERT_Embedding-retweet-with-comment.py		ContentFiltering_BERT_Embedding-retweet-with-comment.py
ContentFiltering_BERT_Embedding-retweet.ipynb		ContentFiltering_BERT_Embedding-retweet.ipynb
ContentFiltering_BERT_Embedding-retweet.py		ContentFiltering_BERT_Embedding-retweet.py
ContentFiltering_BERT_Embedding.py		ContentFiltering_BERT_Embedding.py
ContentFiltering_BERT_Embedding_Validation_Reply.ipynb		ContentFiltering_BERT_Embedding_Validation_Reply.ipynb
ContentFiltering_BERT_Embedding_Validation_Reply_GPU.ipynb		ContentFiltering_BERT_Embedding_Validation_Reply_GPU.ipynb
DivideInTrainValidationSet.ipynb		DivideInTrainValidationSet.ipynb
FeatureNumbers.ipynb		FeatureNumbers.ipynb
LanguageDistribution.ipynb		LanguageDistribution.ipynb
MetricsOnValidationSet_like.ipynb		MetricsOnValidationSet_like.ipynb
MetricsOnValidationSet_reply.ipynb		MetricsOnValidationSet_reply.ipynb
MetricsOnValidationSet_retweet.ipynb		MetricsOnValidationSet_retweet.ipynb
MetricsOnValidationSet_retweet_comment.ipynb		MetricsOnValidationSet_retweet_comment.ipynb
Prior_Probabilities.ipynb		Prior_Probabilities.ipynb
README.md		README.md
SaveEmbeddings.py		SaveEmbeddings.py
SaveUserTokens.ipynb		SaveUserTokens.ipynb
SaveUserTokensValidation.ipynb		SaveUserTokensValidation.ipynb
TextandLanguage.ipynb		TextandLanguage.ipynb
TokensExceed512.ipynb		TokensExceed512.ipynb
TweetText.ipynb		TweetText.ipynb
TweetText.py		TweetText.py
Untitled.ipynb		Untitled.ipynb
Untitled1.ipynb		Untitled1.ipynb
Untitled2.ipynb		Untitled2.ipynb
Untitled3.ipynb		Untitled3.ipynb
base_file.ipynb		base_file.ipynb
bert_embeddings.ipynb		bert_embeddings.ipynb
calculate_reply_score_bert_embeddings_gpu.py		calculate_reply_score_bert_embeddings_gpu.py
count_engaging_users.ipynb		count_engaging_users.ipynb
metrics.ipynb		metrics.ipynb
metrics.py		metrics.py
topic_modelling.ipynb		topic_modelling.ipynb
user_language_distribution.ipynb		user_language_distribution.ipynb
user_reply_score.ipynb		user_reply_score.ipynb
user_reply_score.py		user_reply_score.py

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