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<h2>Models and Methods</h2>
<ul>
  <li>Bayesian methods
  <li>Boosting
  <li>Causality
  <li>Compressed sensing, sparse coding
  <li>Deep learning
  <li>Ensemble methods
  <li>Feature selection
  <li>Frequentist methods (Maximum likelihood)
  <li>Gaussian processes
  <li>Graphical models
  <li>Kernel methods
  <li>Learning theory
  <li>Learning on graphs
  <li>Large margin methods
  <li>Logic and probability
  <li>Information geometry
  <li>Information theory
  <li>Matrix and tensor factorization
  <li>Manifold learning, nonlinear embedding
  <li>Model selection
  <li>Nonparametric models
  <li>Online learning
  <li>Representation, structure learning
  <li>Sampling
  <li>Spatial models
  <li>Spectral methods
  <li>Stochastic processes
  <li>Time series and sequence models
</ul>

<h2>Problem types</h2>

<h3>Supervised learning</h3>
<ul>
  <li>Active learning
  <li>Classification
  <li>Prediction with missing data
  <li>Regression
  <li>Structured prediction
</ul>

<h3>Unsupervised and semi-supervised learning</h3>
<ul>
  <li>Clustering
  <li>Density estimation
  <li>Dimension reduction
  <li>Latent variable models
  <li>Topic models
</ul>

<h3>Decision-making and control</h3>
<ul>
  <li>Control theory
  <li>Decision theory
  <li>Game theory
  <li>Mechanism design
  <li>Multi-agent systems
  <li>No-regret learning
  <li>Planning
  <li>Reinforcement learning
</ul>

<h2>Algorithms and applications</h2>

<h3>Optimization and computation methods</h3>
<ul>
  <li>Combinatorial optimization
  <li>Convex optimization
  <li>Gradient-based optimization
  <li>Monte Carlo methods
  <li>Numerical methods
</ul>

<h3>Systems and software</h3>
<ul>
  <li>High performance architectures
  <li>Large-scale learning systems
  <li>Parallel and distributed algorithms
  <li>Software packages
</ul>

<h3>Applications</h3>
<ul>
  <li>Biology and genomics
  <li>Brain computer interfaces
  <li>Cognitive science
  <li>Collaborative filtering, recommendation systems
  <li>Computer vision
  <li>Data visualization
  <li>Economics and finance
  <li>Image processing
  <li>Informatics
  <li>Information retrieval
  <li>Medical imaging
  <li>Natural language processing, text mining
  <li>Network data analysis
  <li>Neuroscience
  <li>Robotics
  <li>Scientific computing, data analysis
  <li>Signal processing
  <li>Statistical databases
  <li>World wide web, search
</ul>


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