papers

good good study, day day up

Topic Reviews

• [Paper Reading] 经典 CNN model -- 从 AlexNet 到 ResNet
• [Paper Reading] Learning with Noisy Label -- 深度学习落地

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

• MapReduce: Simplified Data Processing on Large Clusters | pdf | notes

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

• Finding and evaluating community structure in networks | pdf
• Fast algorithm for detecting community structure in networks | pdf