JackonYang / Paper Reading
Licence: mit
深度学习论文阅读、数据仓库实践体验。比做算法的懂工程落地,比做工程的懂算法模型。
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papers
good good study, day day up
Deep Learning 深度学习算法
-
[Paper Reading] 经典 CNN model -- 从 AlexNet 到 ResNet
三大经典实用模型:AlexNet、VggNet、ResNet
-
[Paper Reading] Learning with Noisy Label -- 深度学习落地
当前研究热点,semi-supervised learning 流派越来越抢眼
Data Warehouse 数据仓库
-
爬虫从 html 变成了 json API 为主。hbase 很好,但时代变了,继续用 Mongo
Code Demo
Face Detection
--------- old --------------
Distributed System
Theorem
- Brewer’s Conjecture and the Feasibility of Consistent, Available, Partition-Tolerant Web | pdf | notes
- BASE: An Acid Alternative | pdf | notes
- Eventually consistent | pdf
- Conflict-free Replicated Data Types | pdf
- The Byzantine Generals Problem | pdf
- The Part-Time Parliament | pdf
- Paxos Made Simple | pdf
Storage
- Bitcask - A Log-Structured Hash Table for Fast Key/Value Data | pdf | notes
- The Google File System | pdf | notes
- Bigtable: A Distributed Storage System for Structured Data | pdf
- The Chubby lock service for loosely-coupled distributed systems | pdf
Processing Model
others
- Web search for a planet: The Google cluster architecture | pdf
NLP
Basic Models
- Speech and Language Processing | pdf
- A Stochastic Parts Program and Noun Phrase Parser for Unrestricted Text | pdf
- A Statistical Approach to Machine Translation | pdf
- Spam Filtering with Naive Bayes – Which Naive Bayes? | pdf
Undirected Graphical Model
alias: Markov network, Markov Random Field (MRF)
HMM, MEMM, CRF
- introduction to Hidden Markov Model pdf Chap.8 Part-of-Speech Tagging
- Conditional Random Fields - Probabilistic Models for Segmenting and Labeling Sequence Data | pdf
Near-duplicate Detection
- N-gram Similarity and Distance | pdf
- A Closer Look at Skip-gram Modelling | pdf
- Similarity Estimation Techniques from Rounding Algorithms | pdf
- Detecting Near-Duplicates for Web Crawling | pdf
Graphs
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