This page provides an overview of the number of hours of lecture content that typically devoted to different topics, based on a survey of wide range of courses related to various aspects of statistical pattern recognition, taken from a broad spectrum of universities around the world. The table below allows the distribution of course hours to be viewed for both high-level topics and their specific subtopics. In each case, a pie chart illustrating the proportion of courses covering a given topic can be viewed, together with a histogram showing the range of hours spent on that topic, which is followed by a list of links to specific courses covering the topic.
Topics Covered (Click on the book icon to view subtopics) | Hours Covered on Average (Click on the + symbol for detailed breakdown) |
---|---|
Feature Selection/Extraction | 2.6 Hours. |
4.6 hours | |
4.36 hours | |
3.38 hours | |
2.62 hours | |
2.5 hours | |
2.35 hours | |
2.19 hours | |
1.81 hours | |
1.65 hours | |
1.22 hours | |
0.52 hours | |
Topic covered (hours unknown) | |
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Topic covered (hours unknown) | |
Data Preprocessing/normalisation | 0.7 Hours. |
1.15 hours | |
1.05 hours | |
0.35 hours | |
0.18 hours | |
0.09 hours | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Independent Components Analysis | 0.7 Hours. |
0.72 hours | |
0.27 hours | |
Topic covered (hours unknown) | |
Dimensionality Reduction | 2.1 Hours. |
3.93 hours | |
2.81 hours | |
2.56 hours | |
2.5 hours | |
2.15 hours | |
1.61 hours | |
1.38 hours | |
1.16 hours | |
1.12 hours | |
0.79 hours | |
0.52 hours | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Principal Components Analysis | 0.8 Hours. |
1.28 hours | |
1.25 hours | |
0.81 hours | |
0.69 hours | |
0.6 hours | |
0.57 hours | |
0.56 hours | |
0.46 hours | |
0.43 hours | |
0.27 hours | |
0.27 hours | |
Topic covered (hours unknown) | |
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Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
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Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Linear Discriminant Analysis | 0.9 Hours. |
1.55 hours | |
1.28 hours | |
1.25 hours | |
1.15 hours | |
0.69 hours | |
0.59 hours | |
0.56 hours | |
0.25 hours | |
0.22 hours | |
Topic covered (hours unknown) | |
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Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
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Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Multidimensional scaling | 0.2 Hours. |
0.2 hours | |
0.13 hours | |
Feature Selection | 1.0 Hours. |
2.0 hours | |
1.84 hours | |
0.75 hours | |
0.18 hours | |
0.08 hours | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Dealing with missing features | 0.5 Hours. |
0.34 hours | |
0.1 hours | |
Topic covered (hours unknown) | |
Image Processing | 1.0 Hours. |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Shape Representation | 1.0 Hours. |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Clustering | 2.2 Hours. |
5.26 hours | |
3.83 hours | |
2.9 hours | |
2.6 hours | |
2.47 hours | |
2.01 hours | |
1.33 hours | |
1.26 hours | |
0.56 hours | |
0.44 hours | |
0.21 hours | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
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Similarity Measures/Clustering Criteria | 0.7 Hours. |
1.88 hours | |
1.18 hours | |
0.44 hours | |
0.44 hours | |
0.3 hours | |
0.29 hours | |
0.1 hours | |
Topic covered (hours unknown) | |
K-Means Clustering | 0.6 Hours. |
0.98 hours | |
0.85 hours | |
0.75 hours | |
0.67 hours | |
0.56 hours | |
0.44 hours | |
0.39 hours | |
0.29 hours | |
0.19 hours | |
0.14 hours | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Hierarchical Clustering | 0.6 Hours. |
1.13 hours | |
1.08 hours | |
0.57 hours | |
0.55 hours | |
0.38 hours | |
0.38 hours | |
0.19 hours | |
0.07 hours | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Graph-Based Clustering | 0.7 Hours. |
1.33 hours | |
1.25 hours | |
0.2 hours | |
0.1 hours | |
0.09 hours | |
Topic covered (hours unknown) | |
Cluster Validity Measures | 0.4 Hours. |
0.98 hours | |
0.3 hours | |
0.2 hours | |
0.03 hours | |
Competitive Learning/SOMs | 0.8 Hours. |
0.75 hours | |
0.5 hours | |
Topic covered (hours unknown) | |
Fuzzy Clustering | 0.5 Hours. |
1.0 hours | |
0.75 hours | |
0.33 hours | |
0.19 hours | |
0.03 hours | |
Topic covered (hours unknown) | |
Vector Quantization | 0.6 Hours. |
0.75 hours | |
0.11 hours | |
Topic covered (hours unknown) | |
Decision Theory | 2.3 Hours. |
4.36 hours | |
2.91 hours | |
2.87 hours | |
2.12 hours | |
2.01 hours | |
1.91 hours | |
1.75 hours | |
0.92 hours | |
0.68 hours | |
0.6 hours | |
0.12 hours | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Bayesian Decision theory | 0.7 Hours. |
1.13 hours | |
1.06 hours | |
0.93 hours | |
0.63 hours | |
0.6 hours | |
0.48 hours | |
0.24 hours | |
0.21 hours | |
0.2 hours | |
0.14 hours | |
0.08 hours | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
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Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
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Topic covered (hours unknown) | |
Discriminant Functions | 0.9 Hours. |
2.04 hours | |
1.15 hours | |
1.13 hours | |
1.04 hours | |
1.04 hours | |
0.86 hours | |
0.58 hours | |
0.16 hours | |
0.1 hours | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Error Estimation/Bayes Error | 0.9 Hours. |
1.12 hours | |
0.88 hours | |
0.62 hours | |
0.56 hours | |
0.52 hours | |
0.29 hours | |
0.25 hours | |
0.15 hours | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Chernoff's Bound | 0.4 Hours. |
0.29 hours | |
0.14 hours | |
0.13 hours | |
0.05 hours | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Bhattacharyya Coefficient | 0.2 Hours. |
0.43 hours | |
0.14 hours | |
0.06 hours | |
Minimum error-rate classification | 0.6 Hours. |
0.91 hours | |
0.9 hours | |
0.35 hours | |
0.29 hours | |
0.25 hours | |
0.24 hours | |
0.2 hours | |
0.14 hours | |
0.04 hours | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Bayes Risk/Minimum risk classification | 0.6 Hours. |
0.79 hours | |
0.69 hours | |
0.55 hours | |
0.52 hours | |
0.43 hours | |
0.38 hours | |
0.38 hours | |
0.35 hours | |
0.04 hours | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
General concepts | 3.0 Hours. |
6.04 hours | |
6.02 hours | |
5.27 hours | |
5.15 hours | |
4.06 hours | |
3.22 hours | |
3.21 hours | |
2.66 hours | |
2.01 hours | |
1.91 hours | |
1.31 hours | |
1.3 hours | |
1.0 hours | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
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Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Intro/Overview/Applications | 1.4 Hours. |
4.76 hours | |
3.83 hours | |
2.66 hours | |
2.0 hours | |
1.25 hours | |
1.15 hours | |
1.0 hours | |
1.0 hours | |
1.0 hours | |
0.63 hours | |
0.58 hours | |
0.14 hours | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
ROC Curves/Classifier performance estimation | 0.6 Hours. |
0.71 hours | |
0.21 hours | |
0.21 hours | |
0.19 hours | |
0.19 hours | |
0.17 hours | |
0.16 hours | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Gaussian Distribution | 0.6 Hours. |
0.63 hours | |
0.52 hours | |
0.5 hours | |
0.48 hours | |
0.44 hours | |
0.43 hours | |
0.43 hours | |
0.27 hours | |
0.25 hours | |
0.15 hours | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Sufficient Statistics | 0.6 Hours. |
0.22 hours | |
0.11 hours | |
0.06 hours | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Distance measures | 0.6 Hours. |
1.05 hours | |
1.0 hours | |
0.44 hours | |
0.19 hours | |
0.09 hours | |
Topic covered (hours unknown) | |
Important Distributions | 0.5 Hours. |
0.74 hours | |
0.17 hours | |
Curse of Dimensionality | 0.7 Hours. |
2.24 hours | |
1.04 hours | |
0.63 hours | |
0.53 hours | |
0.2 hours | |
0.16 hours | |
0.12 hours | |
0.08 hours | |
Topic covered (hours unknown) | |
Classifier Confidence | 0.5 Hours. |
1.0 hours | |
0.04 hours | |
Generative-vs-Discriminative | 0.4 Hours. |
0.52 hours | |
0.25 hours | |
KL Divergence | 0.1 Hours. |
0.14 hours | |
Probability Theory/Statistics Review | 0.7 Hours. |
1.0 hours | |
0.86 hours | |
0.72 hours | |
0.34 hours | |
0.07 hours | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Optimization | 1.5 Hours. |
2.88 hours | |
0.09 hours | |
Naïve Bayes | 0.2 Hours. |
0.24 hours | |
Estimation of classifiability/separability | 1.0 Hours. |
Topic covered (hours unknown) | |
Decision Boundaries | 5.0 Hours. |
9.69 hours | |
9.41 hours | |
7.33 hours | |
6.82 hours | |
6.0 hours | |
5.92 hours | |
5.07 hours | |
4.67 hours | |
4.44 hours | |
2.68 hours | |
2.4 hours | |
2.16 hours | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Linear Discriminants | 2.3 Hours. |
3.75 hours | |
3.52 hours | |
3.5 hours | |
3.0 hours | |
1.67 hours | |
1.61 hours | |
1.51 hours | |
1.28 hours | |
1.25 hours | |
0.69 hours | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Perceptron Learning | 0.7 Hours. |
1.25 hours | |
1.0 hours | |
0.75 hours | |
0.69 hours | |
0.49 hours | |
0.45 hours | |
0.17 hours | |
0.08 hours | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Minimum Squared Error | 0.6 Hours. |
1.25 hours | |
1.0 hours | |
0.38 hours | |
0.29 hours | |
0.15 hours | |
0.13 hours | |
0.1 hours | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Quadratic Discriminant Functions | 0.4 Hours. |
0.24 hours | |
0.09 hours | |
0.09 hours | |
Topic covered (hours unknown) | |
Support Vector Machine | 1.4 Hours. |
3.0 hours | |
2.5 hours | |
2.5 hours | |
2.08 hours | |
2.0 hours | |
1.83 hours | |
1.09 hours | |
1.0 hours | |
0.95 hours | |
0.83 hours | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Relevance Vector Machine | 0.5 Hours. |
0.8 hours | |
0.67 hours | |
0.17 hours | |
k-Nearest Neighbour Rule | 0.8 Hours. |
1.74 hours | |
1.08 hours | |
1.0 hours | |
1.0 hours | |
0.47 hours | |
0.39 hours | |
0.38 hours | |
0.18 hours | |
0.06 hours | |
0.06 hours | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Decision Trees | 1.2 Hours. |
3.0 hours | |
2.0 hours | |
1.84 hours | |
1.0 hours | |
0.69 hours | |
0.28 hours | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Neural networks | 2.0 Hours. |
3.98 hours | |
3.53 hours | |
2.1 hours | |
2.0 hours | |
1.23 hours | |
0.93 hours | |
0.56 hours | |
0.5 hours | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Multilayer Perceptron | 1.0 Hours. |
1.5 hours | |
1.23 hours | |
0.93 hours | |
0.79 hours | |
0.56 hours | |
0.5 hours | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Radial Basis Networks | 1.6 Hours. |
1.56 hours | |
Backpropogation Algorithm | 0.9 Hours. |
1.2 hours | |
1.07 hours | |
1.04 hours | |
0.53 hours | |
0.5 hours | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Parameter Estimation/Learning | 3.7 Hours. |
9.32 hours | |
6.13 hours | |
5.72 hours | |
5.38 hours | |
4.71 hours | |
4.63 hours | |
4.58 hours | |
4.52 hours | |
3.61 hours | |
3.21 hours | |
3.07 hours | |
2.03 hours | |
1.24 hours | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Maximum Likelihood | 0.9 Hours. |
1.5 hours | |
1.38 hours | |
1.29 hours | |
1.25 hours | |
1.15 hours | |
1.12 hours | |
1.0 hours | |
0.89 hours | |
0.75 hours | |
0.43 hours | |
0.42 hours | |
0.27 hours | |
0.24 hours | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Maximum a Posteriori / Bayesian | 1.2 Hours. |
3.55 hours | |
2.45 hours | |
1.71 hours | |
1.28 hours | |
1.25 hours | |
1.0 hours | |
1.0 hours | |
0.88 hours | |
0.85 hours | |
0.83 hours | |
0.57 hours | |
0.43 hours | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Expectation Maximisation | 1.0 Hours. |
2.3 hours | |
1.75 hours | |
1.36 hours | |
1.11 hours | |
1.08 hours | |
0.89 hours | |
0.85 hours | |
0.71 hours | |
0.68 hours | |
0.52 hours | |
0.44 hours | |
0.27 hours | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Markov Chain Monte Carlo | 1.0 Hours. |
1.33 hours | |
1.0 hours | |
0.92 hours | |
0.88 hours | |
Variational Methods | 1.5 Hours. |
2.66 hours | |
0.92 hours | |
0.88 hours | |
Evolutionary Methods | 1.0 Hours. |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Bias/Variance/Model Complexity Selection/Regularization/Overfitting | 1.0 Hours. |
2.0 hours | |
1.62 hours | |
1.0 hours | |
0.86 hours | |
0.75 hours | |
0.7 hours | |
0.57 hours | |
0.34 hours | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Maximum Entropy Estimation | 0.3 Hours. |
0.27 hours | |
Maximum Mutual Information | 1.0 Hours. |
1.0 hours | |
Density Estimation | 1.8 Hours. |
3.84 hours | |
2.84 hours | |
2.5 hours | |
1.88 hours | |
1.36 hours | |
1.35 hours | |
1.0 hours | |
1.0 hours | |
0.73 hours | |
0.61 hours | |
0.42 hours | |
0.14 hours | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
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Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
k-Nearest Neighbours | 0.7 Hours. |
1.25 hours | |
1.1 hours | |
0.42 hours | |
0.37 hours | |
0.27 hours | |
0.2 hours | |
0.18 hours | |
0.13 hours | |
0.05 hours | |
0.04 hours | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Vector Quantization-based Density Estimation | 0.7 Hours. |
0.38 hours | |
Topic covered (hours unknown) | |
Parzen windows/Kernel Density Estimation | 0.9 Hours. |
2.19 hours | |
1.25 hours | |
1.08 hours | |
0.98 hours | |
0.82 hours | |
0.6 hours | |
0.55 hours | |
0.51 hours | |
0.22 hours | |
0.07 hours | |
0.04 hours | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Histogram-based density estimation | 0.5 Hours. |
0.55 hours | |
0.36 hours | |
0.27 hours | |
0.2 hours | |
0.07 hours | |
0.06 hours | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Gaussian Mixture Models | 0.5 Hours. |
1.53 hours | |
0.89 hours | |
0.78 hours | |
0.33 hours | |
0.29 hours | |
0.29 hours | |
0.14 hours | |
0.12 hours | |
0.08 hours | |
0.07 hours | |
0.04 hours | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Bayesian Belief Networks/Graphical Models | 2.3 Hours. |
7.09 hours | |
3.5 hours | |
2.3 hours | |
1.83 hours | |
1.7 hours | |
1.0 hours | |
1.0 hours | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Classifier Combination | 1.1 Hours. |
3.84 hours | |
1.0 hours | |
0.9 hours | |
0.67 hours | |
0.54 hours | |
0.3 hours | |
0.25 hours | |
0.1 hours | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Classifier Ensembles/Mixture of Experts | 0.6 Hours. |
1.0 hours | |
0.9 hours | |
0.67 hours | |
0.54 hours | |
0.3 hours | |
0.25 hours | |
0.1 hours | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Boosting/Bagging | 0.9 Hours. |
1.52 hours | |
1.25 hours | |
1.03 hours | |
1.0 hours | |
1.0 hours | |
0.56 hours | |
0.5 hours | |
0.4 hours | |
0.17 hours | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Sequential/Contextual Pattern Recognition | 1.3 Hours. |
2.66 hours | |
1.75 hours | |
1.0 hours | |
0.64 hours | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Markov models | 0.9 Hours. |
0.64 hours | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Markov Random Fields | 1.8 Hours. |
2.66 hours | |
1.75 hours | |
1.0 hours | |
Hidden Markov Models | 1.3 Hours. |
2.36 hours | |
2.13 hours | |
1.83 hours | |
1.33 hours | |
0.48 hours | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Applications | 3.2 Hours. |
7.89 hours | |
2.66 hours | |
2.63 hours | |
1.0 hours | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Face recognition | 1.1 Hours. |
1.75 hours | |
0.63 hours | |
Topic covered (hours unknown) | |
Hand-writing recognition | 1.5 Hours. |
2.0 hours | |
Topic covered (hours unknown) | |
Color-Based Skin Detection in Images | 1.0 Hours. |
Topic covered (hours unknown) | |
Face detection | 1.4 Hours. |
1.75 hours | |
Topic covered (hours unknown) | |
Robot Juggling Using Locally-Weighted Regression | 1.0 Hours. |
Topic covered (hours unknown) | |
Document image analysis | 1.0 Hours. |
Topic covered (hours unknown) | |
Fingerprint identification | 1.0 Hours. |
Topic covered (hours unknown) | |
Object Tracking | 1.8 Hours. |
2.63 hours | |
Topic covered (hours unknown) | |
Brain MR Image Segmentation | 0.9 Hours. |
0.88 hours | |
Human Pose Estimation | 0.9 Hours. |
0.88 hours | |
Speech recognition | 1.0 Hours. |
1.0 hours | |
visual analysis of art | 2.7 Hours. |
2.66 hours | |
Music information retrieval | 1.0 Hours. |
Topic covered (hours unknown) | |
Theoretical Concepts | 1.2 Hours. |
1.92 hours | |
1.5 hours | |
1.25 hours | |
1.0 hours | |
0.24 hours | |
0.18 hours | |
0.17 hours | |
0.16 hours | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
No free lunch theorem | 0.8 Hours. |
1.92 hours | |
1.0 hours | |
0.5 hours | |
0.24 hours | |
0.16 hours | |
Topic covered (hours unknown) | |
VC Dimension/inequality | 0.7 Hours. |
1.25 hours | |
0.18 hours | |
0.17 hours | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
PAC Learning | 1.0 Hours. |
1.0 hours | |
Topic covered (hours unknown) | |
Topic covered (hours unknown) | |
Statistical learning theory | 1.0 Hours. |
Topic covered (hours unknown) | |
Misc other areas | 1.5 Hours. |
2.0 hours | |
2.0 hours | |
1.5 hours | |
1.0 hours | |
Topic covered (hours unknown) | |
Reinforcement Learning | 1.0 Hours. |
1.5 hours | |
1.0 hours | |
0.5 hours | |
Topic covered (hours unknown) | |
Semi-supervised Learning | 0.8 Hours. |
2.0 hours | |
0.5 hours | |
0.04 hours | |
Particle filters | 1.0 Hours. |
1.0 hours | |
Linear Regression | 1.8 Hours. |
1.75 hours |