parent,child
Big Data Analytics,Basic statistical analysis
Big Data Analytics,Machine learning
Characteristics of big data,Volume
Characteristics of big data,Velocity
Characteristics of big data,Variety
Characteristics of big data,Veracity
Applications of big data,Recommender systems
Recommender systems,Content-based recommender systems
Recommender systems,Collaborative filtering
Collaborative filtering,Factorization
Applications of big data,Web search
Web search,PageRank
Collaborative filtering,Item-item collaborative filtering
Basic statistical analysis,Singular value decomposition
Basic statistical analysis,Gradient descent algorithm
Basic statistical analysis,Linear regression
Machine learning,Supervised learning
Supervised learning,Classification
Supervised learning,Regression
Regression,Linear regression
Machine learning,Unsupervised learning
Unsupervised learning,Dimensionality reduction
Unsupervised learning,Clustering
Clustering,K-means
Dimensionality reduction,Singular value decomposition
Machine learning,Evaluation & performance
Evaluation & performance,Classification metrics
Evaluation & performance,Overfitting
Overfitting,Regularization
Evaluation & performance,k-fold cross-validation
Classification metrics,F1 score
Classification metrics,Precision
Classification metrics,Recall
Machine learning,Deep learning
Deep learning,Backpropagation
Deep learning,Multilayer perceptron
Deep learning,Recurrent neural network
Deep learning,Convolutional neural network
Recurrent neural network,Long short-term memory
Recurrent neural network,Gated recurrent unit
Recurrent neural network,Sequence learning
Convolutional neural network,Convolution
Convolutional neural network,Max pooling
Similarity,Jaccard similarity
Similarity,Cosine similarity
Similarity,Pearson correlation coefficient
Linear regression,Univariate linear regression
Linear regression,Multivariate linear regression
Classification,Multi-class classification
Classification,Support vector machines
Classification,Logistic regression classifier
Logistic regression classifier,Decision boundary
Logistic regression classifier,Logistic loss
Multi-class classification,One-vs-all approach
Classification metrics,Classification
Support vector machines,SVM with soft margin
Support vector machines,Margin
Clustering,Similarity
K-means,Centroid
K-means,Clustroid
Big Data Analytics,Applications of big data
Big Data Analytics,Characteristics of big data
Collaborative filtering,User-user collaborative filtering
Dimensionality reduction,Factorization
Deep learning,Gradient descent algorithm
Gradient descent algorithm,Stochastic gradient descent
Multilayer perceptron,One-layer neuron
Convolutional neural network,Filters
Recurrent neural network,Vanilla RNNs
Vanilla RNNs,Exploding and vanishing gradients
Multilayer perceptron,Activation functions
Long short-term memory,Output gate
Long short-term memory,Forget gate
Long short-term memory,Input gate
Gated recurrent unit,Update gate
Gated recurrent unit,Reset gate
Recurrent neural network,Seq2Seq model
Recurrent neural network,Bidirectional RNN
Sequence learning,One to many
Sequence learning,Many to one
Sequence learning,Many to many
Big Data Analytics,MapReduce
MapReduce,Workflow
Workflow,Map
Workflow,Shuffle
Workflow,Reduce
MapReduce,Implementations
Implementations,Apache Hadoop
Apache Hadoop,Hadoop Distributed File System
Hadoop Distributed File System,Heartbeat
PageRank,Power iteration method
PageRank,Problems of PageRank
Problems of PageRank,Spider traps
PageRank,Random teleports
Problems of PageRank,Dead ends
PageRank,PageRank equation
PageRank,Google matrix
PageRank,MapReduce program for PageRank
MapReduce,MapReduce program for PageRank
Singular value decomposition,Singular vectors
Singular value decomposition,Singular values
Singular value decomposition,Best low-rank approximation
Convolutional neural network,RGB image (3 channels)