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RSS订阅原创 NLP资料整理
BooksSpeech and Language Processing,Dan Jurafsky.视频课程CS224n: Natural Language Processing with Deep Learning (2019): website, videoCMU11-747 Neural Networks for NLP (2020): website, video...
2020-04-19 21:29:44
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原创 2020重新启航
精读Paper&Book201712 - Transformer - Attention Is All You Need201810 - BERT - Pre-training of Deep Bidirectional Transformers for Language Understanding201907 - RoBERTa - A Robustly Optimized BE...
2020-01-27 16:44:45
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原创 Tensorflow 2.0 学习资料
A machine learning platform from the future.A core principle of Keras is “progressive disclosure of complexity”: it’s easy to get started, and you can gradually dive into workflows where you write mo...
2019-10-07 16:44:45
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原创 Top 2 Language Models
ULMFiT/AWD-LSTM2018年语言模型预训练特定任务迁移学习的nlp新范式开始成为主流，ULMFiT(Universal Language Model Fine-tuning for Text Classification)是开山鼻祖之一。模型流程如下，包括基础语言模型训练，目标语言模型迁移，分类器微调，语言模型是基于AWD-LSTM(Regularizing and Optimizi...
2019-06-25 16:45:39
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原创 NLP Topic 1 Word Embeddings and Sentence Embeddings
Topic 1 Word Embeddings and Sentence Embeddingscs224n-2019lecture 1: Introduction and Word Vectors lecture 2: Word Vectors 2 and Word Sensesslpchapter 6: Vector Semanticsruder.io/word-embedding...
2019-04-15 16:37:07
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原创 个人技术栈构建
这里写自定义目录标题Reinforcement LearningUCL RL学完要画一张nlp脑图进度Topiccs224nslp3others0414nlp basics: math and optimizerslecture 00414Word Vectorslecture 1: Introduction and Word Vectors ...
2019-04-14 11:43:48
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原创 数学基础 Probability Theory
基础知识概率的定义 Axioms of Probability:Sample space ΩΩ\Omega: The set of all the outcomes of a random experiment.Set of events(or event space) F\mathcal{F}: where each event A∈A∈FA \in \mathcal{F} ...
2018-07-15 22:15:54
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原创 MIT18.06学习笔记 - Lecture 10: The four fundamental subspaces
这个系列文章是我重温Gilbert老爷子的线性代数在线课程的学习笔记。 Course Name：MIT 18.06 Linear Algebra Text Book: Introduction to Linear Algebra 章节内容: 3.2-3.3课程提纲 1. Matrix Multiplication (5 ways) 2. The laws for Matri...
2018-07-14 15:34:54
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原创 MIT18.06学习笔记 - Lecture 9: Independence, basis and dimension
这个系列文章是我重温Gilbert老爷子的线性代数在线课程的学习笔记。 Course Name：MIT 18.06 Linear Algebra Text Book: Introduction to Linear Algebra 章节内容: 3.2-3.3课程提纲 1. Matrix Multiplication (5 ways) 2. The laws for Matri...
2018-07-14 15:33:38
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原创 MIT18.06学习笔记 - Lecture 8: Solving Ax=b
这个系列文章是我重温Gilbert老爷子的线性代数在线课程的学习笔记。 Course Name：MIT 18.06 Linear Algebra Text Book: Introduction to Linear Algebra 章节内容: 3.4课程提纲 1. Matrix Multiplication (5 ways) 2. The laws for Matrix Op...
2018-07-14 15:32:06
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原创 MIT18.06学习笔记 - Lecture 7: Solving Ax=0: pivot variables and special solutions
Course Name：MIT 18.06 Linear Algebra Text Book: Introduction to Linear Algebra 章节内容: 2.4-2.5课程提纲 1. Matrix Multiplication (5 ways) 2. The laws for Matrix Operations 3. Inverse Matrices 4. ...
2018-07-14 15:20:00
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原创 MIT18.06学习笔记 - Lecture 6: Vector spaces and subspaces
Course Name：MIT 18.06 Linear Algebra Text Book: Introduction to Linear Algebra 章节内容: 3.1课程提纲 1. Matrix Multiplication (5 ways) 课程重点 Matrix Multiplication (5 ways)1. Entry view, the entr...
2018-07-08 20:54:35
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原创 MIT18.06学习笔记 - Lecture 5: Transposes and Permutations
MIT18.06学习笔记 - Lecture 3: Multiplication and Inverse MatricesCourse Name：MIT 18.06 Linear Algebra Text Book: Introduction to Linear Algebra 章节内容: 2.7课程提纲 1. Transpose and Symmetric matrices ...
2018-07-08 16:16:36
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原创 MIT18.06学习笔记 - Lecture 4: Factorization into A = LU
Course Name：MIT 18.06 Linear Algebra Text Book: Introduction to Linear Algebra 章节内容: 2.6课程提纲 1. Matrix Multiplication (5 ways) 2. The laws for Matrix Operations 3. Inverse Matrices 4. Gaus...
2018-07-08 15:12:46
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原创 MIT18.06学习笔记 - Lecture 3: Multiplication and Inverse Matrices
这个系列文章是我重温Gilbert老爷子的线性代数在线课程的学习笔记。 Course Name：MIT 18.06 Linear Algebra Text Book: Introduction to Linear Algebra 章节内容: 2.4-2.5课程提纲课程重点Elimination and Back-SubstitutionThe systematic ...
2018-07-05 23:21:12
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原创 MIT18.06学习笔记 - Lecture 2: Elimination with Matrices
这个系列文章是我重温Gilbert老爷子的线性代数在线课程的学习笔记。 Course Name：MIT 18.06 Linear Algebra Text Book: Introduction to Linear Algebra 章节内容: 1.1-1.3课程提纲 1. Two vector operations and linear combination 2. dot ...
2018-07-03 22:07:12
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原创 MIT18.06学习笔记 - Lecture 0: Introduction to Vectors
这个系列文章是我重温Gilbert老爷子的线性代数在线课程的学习笔记。 Course Name：MIT 18.06 Linear Algebra Text Book: Introduction to Linear Algebra 章节内容: 1.1-1.3课程提纲 1. Two vector operations and linear combination 2. dot pr...
2018-06-24 21:03:57
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原创 MIT18.06学习笔记 - Lecture 1: The geometry of linear equations
这个系列文章是我重温Gilbert老爷子的线性代数在线课程的学习笔记。 Course Name：MIT 18.06 Linear Algebra Text Book: Introduction to Linear Algebra课程提纲 [TOC]Two Linear Equations with Two UnknownsThe central problem of l...
2018-06-11 23:04:05
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原创 机器学习笔记一：概述
机器学习的公认定义[Mitchell, 1997]： A computer program is said to learn from experience E with respect to some class of tasks T and performance measure P if its performance at tasks in T, as measured by P,...
2018-05-06 21:14:11
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原创 会说话的机器狗博客2年规划
20180506 - 20200506 大纲《机器学习》周志华和《统计学习方法》李航读书笔记《机器学习实战in python》学习笔记《Pattern Recognition and Machine Learning》Bishop读书笔记《Neural Network Methods for Natural Language Processing》读书笔记《Deep Learning...
2018-05-06 17:22:15
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原创 开篇之作-机器学习技能图谱
潜心修炼机器学习大法，记录成长点滴。一万小时定理，我会不断完善以下技能图谱，确保每一个知识点都是自己掌握的，而不是简单复制，每月更新。Updates 2018.05.05 第一版基础算法...
2018-05-05 12:52:55
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