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Sophie Duan's Projects

machine-learning-learning-notes icon machine-learning-learning-notes

周志华《机器学习》又称西瓜书是一本较为全面的书籍,书中详细介绍了机器学习领域不同类型的算法(例如:监督学习、无监督学习、半监督学习、强化学习、集成降维、特征选择等),记录了本人在学习过程中的理解思路与扩展知识点,希望对新人阅读西瓜书有所帮助!

ml-nlp icon ml-nlp

此项目是机器学习(Machine Learning)、深度学习(Deep Learning)、NLP面试中常考到的知识点和代码实现,也是作为一个算法工程师必会的理论基础知识。

ml-surveys icon ml-surveys

📋 Survey papers summarizing advances in machine learning.

mtbook icon mtbook

《机器翻译:基础与模型》肖桐 朱靖波 著 - Machine Translation: Foundations and Models

multiclassify_lstm_forchinese icon multiclassify_lstm_forchinese

本项目主要是利用LSTM来对中文文本进行情感分类,包含四个类别(愤怒,焦虑,抑郁,伤感)

nlp icon nlp

兜哥出品 <一本开源的NLP入门书籍>

nlp-journey icon nlp-journey

nlp相关的一些代码, 包括词向量(Word Embedding)、命名实体识别(NER)、文本分类(Sentence Classificatin)、文本生成、文本相似性(Sentence Similarity)计算等,基于keras和tensorflow

nlp-notebook icon nlp-notebook

NLP 领域常见任务的实现,包括新词发现、以及基于pytorch的词向量、中文文本分类、实体识别、摘要文本生成、句子相似度判断等。

nlp_ability icon nlp_ability

总结梳理自然语言处理工程师(NLP)需要积累的各方面知识,包括面试题,各种基础知识,工程能力等等,提升核心竞争力

nsfw_data_scraper icon nsfw_data_scraper

Collection of scripts to aggregate image data for the purposes of training an NSFW Image Classifier

nvm-windows icon nvm-windows

A node.js version management utility for Windows. Ironically written in Go.

paddlehub icon paddlehub

Awesome pre-trained models toolkit based on PaddlePaddle.(300+ models including Image, Text, Audio and Video with Easy Inference & Serving deployment)

practical-machine-learning-with-python icon practical-machine-learning-with-python

Master the essential skills needed to recognize and solve complex real-world problems with Machine Learning and Deep Learning by leveraging the highly popular Python Machine Learning Eco-system.

pybo icon pybo

🦜 NLP for Tibetan, in Python.

pycorrector icon pycorrector

错别字纠正算法。调用pycorrector接口,使用规则。

pytorch-seq2seq icon pytorch-seq2seq

Tutorials on implementing a few sequence-to-sequence (seq2seq) models with PyTorch and TorchText.

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