├── .gitignore ├── README.md ├── computer basic └── operating system │ └── Linux.md ├── data structures and algorithms ├── bit manipulation │ ├── &.md │ └── ^.md ├── dynamic programming │ └── README.md ├── graph │ └── README.md ├── hash │ └── README.md ├── linear list │ └── README.md ├── queue │ └── README.md ├── search │ └── 2017-10-09-七大查找算法 I.md ├── stack │ └── README.md └── tree │ ├── Binary Tree.md │ ├── Clue Tree.md │ ├── Huffman Tree.md │ ├── README.md │ └── Red-Black Tree.md ├── deep learning ├── README.md ├── Regularizing.md ├── cnn │ └── README.md ├── gru │ └── README.md ├── images │ ├── 1.png │ └── 2.png ├── lstm │ ├── README.md │ └── images │ │ └── 1.png ├── rnn │ ├── README.md │ ├── bptt.md │ └── images │ │ ├── 1.png │ │ ├── 2.png │ │ ├── 3.png │ │ └── 4.png └── tensorflow │ ├── README.md │ └── images │ └── 1.png ├── distributed system └── spark │ ├── RDD.md │ ├── README.md │ ├── images │ └── 1.png │ └── 任务调度.md ├── machine learning ├── basic │ ├── README.md │ ├── images │ │ ├── 1-1.jpg │ │ ├── 1-2.jpg │ │ ├── 1-3.jpg │ │ └── 1-4.jpg │ └── loss.md ├── conditional random field │ ├── Examples.md │ ├── README.md │ ├── images │ │ └── 1.png │ └── linear crf.md ├── decision tree │ ├── Classification and Regression Tree.md │ ├── README.md │ └── images │ │ └── 1.png ├── ensemble │ ├── adaboost │ │ ├── Gradient Boosted Decision Tree.md │ │ ├── README.md │ │ └── images │ │ │ ├── 1.png │ │ │ ├── 10.png │ │ │ ├── 2.png │ │ │ ├── 3.png │ │ │ ├── 4.png │ │ │ ├── 5.png │ │ │ ├── 6.png │ │ │ ├── 7.png │ │ │ ├── 8.png │ │ │ └── 9.png │ └── blending and bagging │ │ ├── README.md │ │ ├── bagging.md │ │ ├── blending.md │ │ ├── images │ │ ├── 1.png │ │ ├── 2.png │ │ └── 3.png │ │ ├── random forest.md │ │ └── source │ │ ├── .idea │ │ ├── dictionaries │ │ │ └── allen.xml │ │ ├── misc.xml │ │ ├── modules.xml │ │ ├── source.iml │ │ └── workspace.xml │ │ ├── bias-variance.py │ │ └── random_forest.py ├── feature extraction │ └── README.md ├── feature selection │ ├── Filter │ │ ├── ANOVA F-value.md │ │ ├── Chi Square Test.md │ │ ├── Mutual information.md │ │ ├── Univariate feature selection.md │ │ └── VarianceThreshold.md │ ├── README.md │ └── Wrapper.md ├── gaussian mixture model │ ├── README.md │ └── images │ │ ├── 1.png │ │ ├── 2.png │ │ ├── 3.png │ │ ├── 4.png │ │ └── 6.png ├── hidden markov model │ ├── README.md │ ├── images │ │ ├── 前向后向-1.png │ │ ├── 前向后向-2.png │ │ ├── 前向后向-3.png │ │ ├── 前向后向-4.png │ │ ├── 基本.png │ │ └── 直接求解.png │ └── source │ │ ├── .idea │ │ └── workspace.xml │ │ ├── 1. Buiding HMM and generating samples.py │ │ └── 2. Gaussian HMM of stock data.py ├── inference │ ├── MCMC.md │ ├── README.md │ └── images │ │ ├── 1.png │ │ └── 2.png ├── latent dirichlet allocation │ ├── LDA.md │ └── pLSA.md ├── logistic regression │ ├── README.md │ ├── images │ │ ├── 优化.png │ │ ├── 完整算法.png │ │ ├── 损失函数-1.png │ │ ├── 损失函数-2.png │ │ └── 目标函数.png │ └── 题目.md ├── loss function │ └── Cross Entropy Loss Function.md ├── maximum entropy │ ├── IIS.md │ └── README.md ├── model selection │ └── README.md ├── naive bayes │ └── README.md ├── parameter estimation │ ├── EM.md │ ├── MAP.md │ ├── MLE.md │ └── images │ │ ├── 1.png │ │ ├── 2.png │ │ ├── 3.png │ │ ├── 4.png │ │ ├── 5.png │ │ ├── 6.png │ │ └── 7.png └── support vector machine │ ├── README.md │ ├── images │ ├── KKT.png │ ├── distance.png │ ├── 二次规划.png │ ├── 对偶形式.png │ ├── 核方法.png │ ├── 硬间隔支持向量机.png │ ├── 软间隔-1.png │ ├── 软间隔-2.png │ └── 软间隔-3.png │ ├── 例子实战 │ ├── .ipynb_checkpoints │ │ ├── Concatenating multiple feature extraction methods-checkpoint.ipynb │ │ ├── Explicit feature map approximation for RBF kernels-checkpoint.ipynb │ │ └── Feature Union with Heterogeneous Data Sources-checkpoint.ipynb │ ├── Concatenating multiple feature extraction methods.ipynb │ ├── Explicit feature map approximation for RBF kernels.ipynb │ ├── Feature Union with Heterogeneous Data Sources.ipynb │ └── README.md │ └── 公式推导.md ├── natural language process ├── information extraction │ ├── name entity recognization │ │ └── README.md │ └── relation extraction │ │ └── README.md ├── knowledge graph │ └── question answer │ │ ├── README.md │ │ └── papers notes │ │ ├── Question Answering over Freebase with Multi-Column Convolutional Neural Networks.md │ │ └── README.md ├── language model │ ├── N-gram.md │ ├── README.md │ ├── Word2Vec.md │ ├── images │ │ ├── 1.png │ │ ├── 10.png │ │ ├── 11.png │ │ ├── 12.png │ │ ├── 13.png │ │ ├── 14.png │ │ ├── 15.png │ │ ├── 2.png │ │ ├── 3.png │ │ ├── 4.png │ │ ├── 5.png │ │ ├── 6.png │ │ ├── 7.png │ │ ├── 8.png │ │ └── 9.png │ ├── papers.md │ ├── questions.md │ └── source │ │ ├── .ipynb_checkpoints │ │ └── Sample pipeline for text feature extraction and evaluation-checkpoint.ipynb │ │ ├── README.md │ │ ├── Sample pipeline for text feature extraction and evaluation.ipynb │ │ └── word2vec_gensim.py ├── text similarity │ ├── BM25.md │ ├── README.md │ └── SimHash.md ├── text summarization │ ├── README.md │ ├── TextRank.md │ └── images │ │ ├── 1.png │ │ ├── 2.png │ │ └── 3.png └── tokenizer │ └── README.md ├── software engineer ├── bash │ ├── README.md │ └── command │ │ ├── awk.md │ │ ├── cat.md │ │ ├── grep.md │ │ ├── head.md │ │ ├── paste.md │ │ ├── sed.md │ │ ├── sort.md │ │ ├── tail.md │ │ ├── uniq.md │ │ └── wc.md └── java │ ├── collections │ ├── README.md │ ├── 实现分析.md │ └── 题目.md │ ├── concurrency │ ├── README.md │ ├── balking.md │ ├── comsumer and producer.md │ ├── count down.md │ ├── future.md │ ├── images │ │ └── 1.png │ ├── immutable.md │ ├── no-blocking algorithms.md │ ├── read-write lock.md │ ├── source │ │ ├── src │ │ │ └── main │ │ │ │ └── java │ │ │ │ └── com │ │ │ │ └── wangwenjun │ │ │ │ └── concurrent │ │ │ │ ├── chapter1 │ │ │ │ ├── SingletonObject1(1).java │ │ │ │ ├── SingletonObject2.java │ │ │ │ ├── SingletonObject3.java │ │ │ │ ├── SingletonObject4.java │ │ │ │ ├── SingletonObject5.java │ │ │ │ ├── SingletonObject6.java │ │ │ │ └── SingletonObject7.java │ │ │ │ ├── chapter10 │ │ │ │ ├── ThreadLocalComplexTest.java │ │ │ │ ├── ThreadLocalSimpleTest.java │ │ │ │ ├── ThreadLocalSimulator.java │ │ │ │ └── ThreadLocalSimulatorTest.java │ │ │ │ ├── chapter11 │ │ │ │ ├── ActionContext.java │ │ │ │ ├── Context.java │ │ │ │ ├── ContextTest.java │ │ │ │ ├── ExecutionTask.java │ │ │ │ ├── QueryFromDBAction.java │ │ │ │ └── QueryFromHttpAction.java │ │ │ │ ├── chapter12 │ │ │ │ ├── BalkingClient.java │ │ │ │ ├── BalkingData.java │ │ │ │ ├── CustomerThread.java │ │ │ │ └── WaiterThread.java │ │ │ │ ├── chapter13 │ │ │ │ ├── ConsumerThread.java │ │ │ │ ├── Message.java │ │ │ │ ├── MessageQueue.java │ │ │ │ ├── ProducerAndConsumerClient.java │ │ │ │ └── ProducerThread.java │ │ │ │ ├── chapter14 │ │ │ │ ├── CountDown.java │ │ │ │ ├── CustomCountDownClient.java │ │ │ │ └── JDKCountDown.java │ │ │ │ ├── chapter15 │ │ │ │ ├── Message.java │ │ │ │ ├── MessageHandler.java │ │ │ │ └── PerThreadClient.java │ │ │ │ ├── chapter16 │ │ │ │ ├── AppServer.java │ │ │ │ ├── AppServerClient.java │ │ │ │ ├── ClientHandler.java │ │ │ │ ├── CounterIncrement.java │ │ │ │ └── CounterTest.java │ │ │ │ ├── chapter17 │ │ │ │ ├── Channel.java │ │ │ │ ├── Request.java │ │ │ │ ├── TransportThread.java │ │ │ │ ├── WorkerClient.java │ │ │ │ └── WorkerThread.java │ │ │ │ ├── chapter18 │ │ │ │ ├── ActivationQueue(1).java │ │ │ │ ├── ActiveObject.java │ │ │ │ ├── ActiveObjectFactory.java │ │ │ │ ├── ActiveObjectProxy.java │ │ │ │ ├── DisplayClientThread.java │ │ │ │ ├── DisplayStringRequest.java │ │ │ │ ├── FutureResult.java │ │ │ │ ├── MakeStringRequest.java │ │ │ │ ├── MakerClientThread.java │ │ │ │ ├── MethodRequest.java │ │ │ │ ├── RealResult.java │ │ │ │ ├── Result.java │ │ │ │ ├── SchedulerThread.java │ │ │ │ ├── Servant.java │ │ │ │ └── Test.java │ │ │ │ ├── chapter2 │ │ │ │ └── WaitSet.java │ │ │ │ ├── chapter3 │ │ │ │ ├── VolatileTest.java │ │ │ │ └── VolatileTest2.java │ │ │ │ ├── chapter4 │ │ │ │ ├── BinaryObserver.java │ │ │ │ ├── LifeCycleListener(1).java │ │ │ │ ├── ObservableRunnable.java │ │ │ │ ├── Observer.java │ │ │ │ ├── ObserverClient.java │ │ │ │ ├── OctalObserver.java │ │ │ │ ├── Subject.java │ │ │ │ ├── ThreadLifeCycleClient.java │ │ │ │ └── ThreadLifeCycleObserver.java │ │ │ │ ├── chapter5 │ │ │ │ ├── Client.java │ │ │ │ ├── Gate.java │ │ │ │ └── User.java │ │ │ │ ├── chapter6 │ │ │ │ ├── ReadWritLockClient.java │ │ │ │ ├── ReadWriteLock.java │ │ │ │ ├── ReaderWorker.java │ │ │ │ ├── SharedData.java │ │ │ │ └── WriterWorker.java │ │ │ │ ├── chapter7 │ │ │ │ ├── ImmutableClient.java │ │ │ │ ├── ImmutablePerformance.java │ │ │ │ ├── ImmutableTest.java │ │ │ │ ├── Person.java │ │ │ │ ├── StringTest.java │ │ │ │ └── UsePersonThread.java │ │ │ │ ├── chapter8 │ │ │ │ ├── AsynFuture.java │ │ │ │ ├── Future.java │ │ │ │ ├── FutureService.java │ │ │ │ ├── FutureTask.java │ │ │ │ └── SyncInvoker.java │ │ │ │ └── chapter9 │ │ │ │ ├── ClientThread.java │ │ │ │ ├── Request.java │ │ │ │ ├── RequestQueue.java │ │ │ │ ├── ServerThread.java │ │ │ │ └── SuspensionClient.java │ │ └── target │ │ │ └── classes │ │ │ └── com │ │ │ └── wangwenjun │ │ │ └── concurrent │ │ │ ├── chapter1 │ │ │ ├── SingletonObject1.class │ │ │ ├── SingletonObject2.class │ │ │ ├── SingletonObject3.class │ │ │ ├── SingletonObject4.class │ │ │ ├── SingletonObject5.class │ │ │ ├── SingletonObject6$1.class │ │ │ ├── SingletonObject6$InstanceHolder.class │ │ │ ├── SingletonObject6.class │ │ │ ├── SingletonObject7$1.class │ │ │ ├── SingletonObject7$Singleton.class │ │ │ └── SingletonObject7.class │ │ │ ├── chapter10 │ │ │ ├── ThreadLocalComplexTest.class │ │ │ ├── ThreadLocalSimpleTest$1.class │ │ │ ├── ThreadLocalSimpleTest.class │ │ │ ├── ThreadLocalSimulator.class │ │ │ ├── ThreadLocalSimulatorTest$1.class │ │ │ └── ThreadLocalSimulatorTest.class │ │ │ ├── chapter11 │ │ │ ├── ActionContext$1.class │ │ │ ├── ActionContext$ContextHolder.class │ │ │ ├── ActionContext.class │ │ │ ├── Context.class │ │ │ ├── ContextTest.class │ │ │ ├── ExecutionTask.class │ │ │ ├── QueryFromDBAction.class │ │ │ └── QueryFromHttpAction.class │ │ │ ├── chapter12 │ │ │ ├── BalkingClient.class │ │ │ ├── BalkingData.class │ │ │ ├── CustomerThread.class │ │ │ └── WaiterThread.class │ │ │ ├── chapter13 │ │ │ ├── ConsumerThread.class │ │ │ ├── Message.class │ │ │ ├── MessageQueue.class │ │ │ ├── ProducerAndConsumerClient.class │ │ │ └── ProducerThread.class │ │ │ ├── chapter14 │ │ │ ├── CountDown.class │ │ │ ├── CustomCountDownClient.class │ │ │ └── JDKCountDown.class │ │ │ ├── chapter15 │ │ │ ├── Message.class │ │ │ ├── MessageHandler.class │ │ │ └── PerThreadClient.class │ │ │ ├── chapter16 │ │ │ ├── AppServer.class │ │ │ ├── AppServerClient.class │ │ │ ├── ClientHandler.class │ │ │ ├── CounterIncrement.class │ │ │ └── CounterTest.class │ │ │ ├── chapter17 │ │ │ ├── Channel.class │ │ │ ├── Request.class │ │ │ ├── TransportThread.class │ │ │ ├── WorkerClient.class │ │ │ └── WorkerThread.class │ │ │ ├── chapter18 │ │ │ ├── ActivationQueue.class │ │ │ ├── ActiveObject.class │ │ │ ├── ActiveObjectFactory.class │ │ │ ├── ActiveObjectProxy.class │ │ │ ├── DisplayClientThread.class │ │ │ ├── DisplayStringRequest.class │ │ │ ├── FutureResult.class │ │ │ ├── MakeStringRequest.class │ │ │ ├── MakerClientThread.class │ │ │ ├── MethodRequest.class │ │ │ ├── RealResult.class │ │ │ ├── Result.class │ │ │ ├── SchedulerThread.class │ │ │ ├── Servant.class │ │ │ └── Test.class │ │ │ ├── chapter2 │ │ │ ├── WaitSet$1.class │ │ │ └── WaitSet.class │ │ │ ├── chapter3 │ │ │ ├── VolatileTest.class │ │ │ └── VolatileTest2.class │ │ │ ├── chapter4 │ │ │ ├── BinaryObserver.class │ │ │ ├── LifeCycleListener.class │ │ │ ├── ObservableRunnable$RunnableEvent.class │ │ │ ├── ObservableRunnable$RunnableState.class │ │ │ ├── ObservableRunnable.class │ │ │ ├── Observer.class │ │ │ ├── ObserverClient.class │ │ │ ├── OctalObserver.class │ │ │ ├── Subject.class │ │ │ ├── ThreadLifeCycleClient.class │ │ │ ├── ThreadLifeCycleObserver$1.class │ │ │ └── ThreadLifeCycleObserver.class │ │ │ ├── chapter5 │ │ │ ├── Client.class │ │ │ ├── Gate.class │ │ │ └── User.class │ │ │ ├── chapter6 │ │ │ ├── ReadWritLockClient.class │ │ │ ├── ReadWriteLock.class │ │ │ ├── ReaderWorker.class │ │ │ ├── SharedData.class │ │ │ └── WriterWorker.class │ │ │ ├── chapter7 │ │ │ ├── ImmutableClient.class │ │ │ ├── ImmutableObj.class │ │ │ ├── ImmutablePerformance$1.class │ │ │ ├── ImmutablePerformance$2.class │ │ │ ├── ImmutablePerformance.class │ │ │ ├── ImmutableTest.class │ │ │ ├── Person.class │ │ │ ├── StringTest.class │ │ │ ├── SyncObj.class │ │ │ └── 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