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Scarlett•S's Projects

newsroom icon newsroom

Tools for downloading and analyzing summaries and evaluating summarization systems. https://summari.es/

openke icon openke

An Open-Source Package for Knowledge Embedding (KE)

plugins icon plugins

🍣 The one-stop shop for official Umi plugins and presets.

pygat icon pygat

Pytorch implementation of the Graph Attention Network model by Veličković et. al (2017, https://arxiv.org/abs/1710.10903)

pytorch-agnn icon pytorch-agnn

Pytorch implementation of the Attention-based Graph Neural Network(AGNN)

quibbler icon quibbler

a news recommendation system based on user preference

rabin-fingerprinting icon rabin-fingerprinting

The Rabin fingerprinting scheme is a method for implementing fingerprints using polynomials over a finite field

react- icon react-

:dog: :clap: :star2: Welcome to star

recommendation-systems icon recommendation-systems

Recommendation Systems This is a workshop on using Machine Learning and Deep Learning Techniques to build Recommendation Systesm Theory: ML & DL Formulation, Prediction vs. Ranking, Similiarity, Biased vs. Unbiased Paradigms: Content-based, Collaborative filtering, Knowledge-based, Hybrid and Ensembles Data: Tabular, Images, Text (Sequences) Models: (Deep) Matrix Factorisation, Auto-Encoders, Wide & Deep, Rank-Learning, Sequence Modelling Methods: Explicit vs. implicit feedback, User-Item matrix, Embeddings, Convolution, Recurrent, Domain Signals: location, time, context, social, Process: Setup, Encode & Embed, Design, Train & Select, Serve & Scale, Measure, Test & Improve Tools: python-data-stack: numpy, pandas, scikit-learn, keras, spacy, implicit, lightfm Notes & Slides Basics: Deep Learning AI Conference 2019: WhiteBoard Notes | In-Class Notebooks Notebooks Movies - Movielens 01-Acquire 02-Augment 03-Refine 04-Transform 05-Evaluation 06-Model-Baseline 07-Feature-extractor 08-Model-Matrix-Factorization 09-Model-Matrix-Factorization-with-Bias 10-Model-MF-NNMF 11-Model-Deep-Matrix-Factorization 12-Model-Neural-Collaborative-Filtering 13-Model-Implicit-Matrix-Factorization 14-Features-Image 15-Features-NLP Ecommerce - YooChoose 01-Data-Preparation 02-Models News - Hackernews Product - Groceries Python Libraries Deep Recommender Libraries Tensorrec - Built on Tensorflow Spotlight - Built on PyTorch TFranking - Built on TensorFlow (Learning to Rank) Matrix Factorisation Based Libraries Implicit - Implicit Matrix Factorisation QMF - Implicit Matrix Factorisation Lightfm - For Hybrid Recommedations Surprise - Scikit-learn type api for traditional alogrithms Similarity Search Libraries Annoy - Approximate Nearest Neighbour NMSLib - kNN methods FAISS - Similarity search and clustering Learning Resources Reference Slides Deep Learning in RecSys by Balázs Hidasi Lessons from Industry RecSys by Xavier Amatriain Architecting Recommendation Systems by James Kirk Recommendation Systems Overview by Raimon and Basilico Benchmarks MovieLens Benchmarks for Traditional Setup Microsoft Tutorial on Recommendation System at KDD 2019 Algorithms & Approaches Collaborative Filtering for Implicit Feedback Datasets Bayesian Personalised Ranking for Implicit Data Logistic Matrix Factorisation Neural Network Matrix Factorisation Neural Collaborative Filtering Variational Autoencoders for Collaborative Filtering Evaluations Evaluating Recommendation Systems

rnn_recsys icon rnn_recsys

Our implementation of the paper "Embedding-based News Recommendation for Millions of Users"

sentiment_analysis_and_product_recommendation icon sentiment_analysis_and_product_recommendation

From the Kindle Store Reviews on Amazon, sentiment analysis and book recommendation. Used Keras, FastText from Torch, and BERT. For recommender systems; SVDS, cosine-similarity, and solved the cold-start problem.

spider_tycweb_enterprise icon spider_tycweb_enterprise

项目基于python3+mysql进行搭建的一个web爬虫,主要用于爬取天眼查的企业数据~(请勿用于商业用途,3q | 觉得有用,欢迎点个star)

tianyanchaauto icon tianyanchaauto

天眼查关键词爬取,selenium爬取,selenium滑块认证破解

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