深度學習
【Google為強化學習Deep Q Learning algorithm申請專利】《Methods and apparatus for reinforcement learning》網(wǎng)頁鏈接
【深度學習的統(tǒng)計分析:回顧&總結(jié)】《A Statistical View of Deep Learning: Retrospective》 網(wǎng)頁鏈接
【視頻:面向NLP實際應(yīng)用的深度學習】《Text By the Bay 2015: Samiur Rahman, Practical NLP Applications of Deep Learning》Youtube:網(wǎng)頁鏈接 云:網(wǎng)頁鏈接
時間序列
【時序分析(R)實例教程】《Start to Finish: Time Series Analysis》by Ryan Kelly 網(wǎng)頁鏈接
代碼工具
【(Python)可用于回歸/分類/排序/聚類/特征選擇的正則化最小二乘(RLS)算法庫RLScore】GitHub:網(wǎng)頁鏈接 RLScore
RLScore - regularized least-squares based machine learning algorithms for regression, classification, ranking, clustering, and feature selection.使用介紹
【(Python)集成任務(wù)調(diào)度/阻塞算法的數(shù)據(jù)并行處理庫Dask】支持大數(shù)據(jù)集的分割多核并行處理 GitHub:網(wǎng)頁鏈接 Doc:網(wǎng)頁鏈接
【基于Apache Spark的分布式機器學習框架】《Distributed Machine Learning Pipelines in Apache Spark》網(wǎng)頁鏈接
【基于JavaScript的神經(jīng)網(wǎng)絡(luò)庫】a javascript neural network library for node.js：Synaptic 網(wǎng)頁鏈接
【論文+代碼:C++并行貝葉斯推理統(tǒng)計庫QUESO】《The Parallel C++ Statistical Library for Bayesian Inference: QUESO》D McDougall, N Malaya, RD Moser (2015) 網(wǎng)頁鏈接 *O****網(wǎng)頁鏈接 QUESO:網(wǎng)頁鏈接 GitHub:網(wǎng)頁鏈接
機器學習
【視頻:基于bootstrapping的信息抽取BPL】《Sonal Gupta: "Distantly Supervised Information Extraction using Bootstrapped Patterns"》by Sonal Gupta 網(wǎng)頁鏈接 Youtube:網(wǎng)頁鏈接 云:網(wǎng)頁鏈接
【九本信息可視化圖書推薦】《Beyond Tufte - Nine Great Books about Information Visualization》網(wǎng)頁鏈接
【矩陣因子 支持向量】[Relation Extraction with Matrix Factorization
NLP日報 2015-07-04 網(wǎng)頁鏈接 1) ACL-2015最佳論文出爐 2) NLP之machine translation介紹 3) parsing是引擎的核武器，再論NLP與搜索 4) 幾篇2015 CIKM接收的論文 完整版9條 網(wǎng)頁鏈接
